In this project, you'll use generative adversarial networks to generate new images of faces.
You'll be using two datasets in this project:
Since the celebA dataset is complex and you're doing GANs in a project for the first time, we want you to test your neural network on MNIST before CelebA. Running the GANs on MNIST will allow you to see how well your model trains sooner.
If you're using FloydHub, set data_dir to "/input" and use the FloydHub data ID "R5KrjnANiKVhLWAkpXhNBe".
#data_dir = './data'
# FloydHub - Use with data ID "R5KrjnANiKVhLWAkpXhNBe"
data_dir = '/input'
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import helper
helper.download_extract('mnist', data_dir)
helper.download_extract('celeba', data_dir)
Downloading mnist: 9.92MB [00:11, 895KB/s] Extracting mnist: 100%|██████████| 60.0K/60.0K [00:12<00:00, 4.90KFile/s] Downloading celeba: 1.44GB [00:22, 64.4MB/s]
Extracting celeba...
show_n_images = 25
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
%matplotlib inline
import os
from glob import glob
from matplotlib import pyplot
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'mnist/*.jpg'))[:show_n_images], 28, 28, 'L')
pyplot.imshow(helper.images_square_grid(mnist_images, 'L'), cmap='gray')
<matplotlib.image.AxesImage at 0x7fde645b44a8>
The CelebFaces Attributes Dataset (CelebA) dataset contains over 200,000 celebrity images with annotations. Since you're going to be generating faces, you won't need the annotations. You can view the first number of examples by changing show_n_images.
show_n_images = 25
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'img_align_celeba/*.jpg'))[:show_n_images], 28, 28, 'RGB')
pyplot.imshow(helper.images_square_grid(mnist_images, 'RGB'))
<matplotlib.image.AxesImage at 0x7fde5eaac278>
Since the project's main focus is on building the GANs, we'll preprocess the data for you. The values of the MNIST and CelebA dataset will be in the range of -0.5 to 0.5 of 28x28 dimensional images. The CelebA images will be cropped to remove parts of the image that don't include a face, then resized down to 28x28.
The MNIST images are black and white images with a single color channel while the CelebA images have 3 color channels (RGB color channel).
You'll build the components necessary to build a GANs by implementing the following functions below:
model_inputsdiscriminatorgeneratormodel_lossmodel_opttrainThis will check to make sure you have the correct version of TensorFlow and access to a GPU
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
from distutils.version import LooseVersion
import warnings
import tensorflow as tf
# Check TensorFlow Version
assert LooseVersion(tf.__version__) >= LooseVersion('1.0'), 'Please use TensorFlow version 1.0 or newer. You are using {}'.format(tf.__version__)
print('TensorFlow Version: {}'.format(tf.__version__))
# Check for a GPU
if not tf.test.gpu_device_name():
warnings.warn('No GPU found. Please use a GPU to train your neural network.')
else:
print('Default GPU Device: {}'.format(tf.test.gpu_device_name()))
TensorFlow Version: 1.3.1 Default GPU Device: /gpu:0
Implement the model_inputs function to create TF Placeholders for the Neural Network. It should create the following placeholders:
image_width, image_height, and image_channels.z_dim.Return the placeholders in the following the tuple (tensor of real input images, tensor of z data)
import problem_unittests as tests
def model_inputs(image_width, image_height, image_channels, z_dim):
"""
Create the model inputs
:param image_width: The input image width
:param image_height: The input image height
:param image_channels: The number of image channels
:param z_dim: The dimension of Z
:return: Tuple of (tensor of real input images, tensor of z data, learning rate)
"""
real_inputs = tf.placeholder(tf.float32, (None, image_width, image_height, image_channels), name = "real_inputs")
z_inputs = tf.placeholder(tf.float32, (None, z_dim), name = "z_inputs")
learning_rate = tf.placeholder(tf.float32, name = "learning_rate")
return real_inputs, z_inputs, learning_rate
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_inputs(model_inputs)
ERROR:tensorflow:==================================
Object was never used (type <class 'tensorflow.python.framework.ops.Operation'>):
<tf.Operation 'assert_rank_2/Assert/Assert' type=Assert>
If you want to mark it as used call its "mark_used()" method.
It was originally created here:
['File "/usr/local/lib/python3.6/runpy.py", line 193, in _run_module_as_main\n "__main__", mod_spec)', 'File "/usr/local/lib/python3.6/runpy.py", line 85, in _run_code\n exec(code, run_globals)', 'File "/usr/local/lib/python3.6/site-packages/ipykernel_launcher.py", line 16, in <module>\n app.launch_new_instance()', 'File "/usr/local/lib/python3.6/site-packages/traitlets/config/application.py", line 658, in launch_instance\n app.start()', 'File "/usr/local/lib/python3.6/site-packages/ipykernel/kernelapp.py", line 477, in start\n ioloop.IOLoop.instance().start()', 'File "/usr/local/lib/python3.6/site-packages/zmq/eventloop/ioloop.py", line 177, in start\n super(ZMQIOLoop, self).start()', 'File "/usr/local/lib/python3.6/site-packages/tornado/ioloop.py", line 888, in start\n handler_func(fd_obj, events)', 'File "/usr/local/lib/python3.6/site-packages/tornado/stack_context.py", line 277, in null_wrapper\n return fn(*args, **kwargs)', 'File "/usr/local/lib/python3.6/site-packages/zmq/eventloop/zmqstream.py", line 440, in _handle_events\n self._handle_recv()', 'File "/usr/local/lib/python3.6/site-packages/zmq/eventloop/zmqstream.py", line 472, in _handle_recv\n self._run_callback(callback, msg)', 'File "/usr/local/lib/python3.6/site-packages/zmq/eventloop/zmqstream.py", line 414, in _run_callback\n callback(*args, **kwargs)', 'File "/usr/local/lib/python3.6/site-packages/tornado/stack_context.py", line 277, in null_wrapper\n return fn(*args, **kwargs)', 'File "/usr/local/lib/python3.6/site-packages/ipykernel/kernelbase.py", line 283, in dispatcher\n return self.dispatch_shell(stream, msg)', 'File "/usr/local/lib/python3.6/site-packages/ipykernel/kernelbase.py", line 235, in dispatch_shell\n handler(stream, idents, msg)', 'File "/usr/local/lib/python3.6/site-packages/ipykernel/kernelbase.py", line 399, in execute_request\n user_expressions, allow_stdin)', 'File "/usr/local/lib/python3.6/site-packages/ipykernel/ipkernel.py", line 196, in do_execute\n res = shell.run_cell(code, store_history=store_history, silent=silent)', 'File "/usr/local/lib/python3.6/site-packages/ipykernel/zmqshell.py", line 533, in run_cell\n return super(ZMQInteractiveShell, self).run_cell(*args, **kwargs)', 'File "/usr/local/lib/python3.6/site-packages/IPython/core/interactiveshell.py", line 2698, in run_cell\n interactivity=interactivity, compiler=compiler, result=result)', 'File "/usr/local/lib/python3.6/site-packages/IPython/core/interactiveshell.py", line 2808, in run_ast_nodes\n if self.run_code(code, result):', 'File "/usr/local/lib/python3.6/site-packages/IPython/core/interactiveshell.py", line 2862, in run_code\n exec(code_obj, self.user_global_ns, self.user_ns)', 'File "<ipython-input-5-7b5e62e0ea17>", line 22, in <module>\n tests.test_model_inputs(model_inputs)', 'File "/output/problem_unittests.py", line 12, in func_wrapper\n result = func(*args)', 'File "/output/problem_unittests.py", line 68, in test_model_inputs\n _check_input(learn_rate, [], \'Learning Rate\')', 'File "/output/problem_unittests.py", line 34, in _check_input\n _assert_tensor_shape(tensor, shape, \'Real Input\')', 'File "/output/problem_unittests.py", line 20, in _assert_tensor_shape\n assert tf.assert_rank(tensor, len(shape), message=\'{} has wrong rank\'.format(display_name))', 'File "/usr/local/lib/python3.6/site-packages/tensorflow/python/ops/check_ops.py", line 617, in assert_rank\n dynamic_condition, data, summarize)', 'File "/usr/local/lib/python3.6/site-packages/tensorflow/python/ops/check_ops.py", line 571, in _assert_rank_condition\n return control_flow_ops.Assert(condition, data, summarize=summarize)', 'File "/usr/local/lib/python3.6/site-packages/tensorflow/python/util/tf_should_use.py", line 175, in wrapped\n return _add_should_use_warning(fn(*args, **kwargs))', 'File "/usr/local/lib/python3.6/site-packages/tensorflow/python/util/tf_should_use.py", line 144, in _add_should_use_warning\n wrapped = TFShouldUseWarningWrapper(x)', 'File "/usr/local/lib/python3.6/site-packages/tensorflow/python/util/tf_should_use.py", line 101, in __init__\n stack = [s.strip() for s in traceback.format_stack()]']
==================================
Tests Passed
Implement discriminator to create a discriminator neural network that discriminates on images. This function should be able to reuse the variables in the neural network. Use tf.variable_scope with a scope name of "discriminator" to allow the variables to be reused. The function should return a tuple of (tensor output of the discriminator, tensor logits of the discriminator).
def discriminator(images, reuse=False):
"""
Create the discriminator network
:param images: Tensor of input image(s)
:param reuse: Boolean if the weights should be reused
:return: Tuple of (tensor output of the discriminator, tensor logits of the discriminator)
"""
keep_prob = 0.8
alpha = 0.3
with tf.variable_scope("discriminator", reuse = reuse):
x1 = tf.layers.conv2d(images, 64, 5, strides = 2, padding = "SAME", kernel_initializer=tf.contrib.layers.xavier_initializer())
x1 = tf.maximum(alpha * x1, x1)
x1 = tf.nn.dropout(x1, keep_prob)
x2 = tf.layers.conv2d(x1, 128, 5, strides = 2, padding = "SAME", kernel_initializer=tf.contrib.layers.xavier_initializer())
x2 = tf.layers.batch_normalization(x2, training = True)
x2 = tf.maximum(alpha * x2, x2)
x2 = tf.nn.dropout(x2, keep_prob)
x3 = tf.layers.conv2d(x2, 256, 5, strides = 2, padding = "SAME", kernel_initializer=tf.contrib.layers.xavier_initializer())
x3 = tf.layers.batch_normalization(x3, training = True)
x3 = tf.maximum(alpha * x3, x3)
x3 = tf.nn.dropout(x3, keep_prob)
flat = tf.reshape(x3, (-1, 4* 4* 256))
logits = tf.layers.dense(flat, 1, kernel_initializer=tf.contrib.layers.xavier_initializer())
logits = tf.nn.dropout(logits, keep_prob)
output = tf.sigmoid(logits)
return output, logits
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_discriminator(discriminator, tf)
Tests Passed
Implement generator to generate an image using z. This function should be able to reuse the variables in the neural network. Use tf.variable_scope with a scope name of "generator" to allow the variables to be reused. The function should return the generated 28 x 28 x out_channel_dim images.
def generator(z, out_channel_dim, is_train=True):
"""
Create the generator network
:param z: Input z
:param out_channel_dim: The number of channels in the output image
:param is_train: Boolean if generator is being used for training
:return: The tensor output of the generator
"""
alpha = 0.3
keep_prob = 0.5
with tf.variable_scope("generator", reuse = not is_train):
x1 = tf.layers.dense(z, 2 * 2 * 512)
x1 = tf.reshape(x1, (-1, 2, 2, 512))
x1 = tf.layers.batch_normalization(x1, training = is_train)
x1 = tf.maximum(alpha * x1, x1)
x1 = tf.nn.dropout(x1, keep_prob)
x2 = tf.layers.conv2d_transpose(x1, 256, 5, strides = 2, padding = "VALID")
x2 = tf.layers.batch_normalization(x2, training = is_train)
x2 = tf.maximum(alpha * x2, x2)
x2 = tf.nn.dropout(x2, keep_prob)
x3 = tf.layers.conv2d_transpose(x2, 128, 5, strides = 2, padding = "SAME")
x3 = tf.layers.batch_normalization(x3, training = is_train)
x3 = tf.maximum(alpha * x3, x3)
x3 = tf.nn.dropout(x3, keep_prob)
logits = tf.layers.conv2d_transpose(x3, out_channel_dim, 5, strides = 2, padding = "SAME")
output = tf.tanh(logits)
return output
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_generator(generator, tf)
Tests Passed
Implement model_loss to build the GANs for training and calculate the loss. The function should return a tuple of (discriminator loss, generator loss). Use the following functions you implemented:
discriminator(images, reuse=False)generator(z, out_channel_dim, is_train=True)def model_loss(input_real, input_z, out_channel_dim):
"""
Get the loss for the discriminator and generator
:param input_real: Images from the real dataset
:param input_z: Z input
:param out_channel_dim: The number of channels in the output image
:return: A tuple of (discriminator loss, generator loss)
"""
g_model = generator(input_z, out_channel_dim)
d_model_real, d_logits_real = discriminator(input_real)
d_model_fake, d_logits_fake = discriminator(g_model, reuse = True)
d_loss_real = tf.reduce_mean(tf.nn.sigmoid_cross_entropy_with_logits(logits = d_logits_real, labels = tf.ones_like(d_model_real) * 0.9))
d_loss_fake = tf.reduce_mean(tf.nn.sigmoid_cross_entropy_with_logits(logits = d_logits_fake, labels = tf.zeros_like(d_model_fake)))
g_loss = tf.reduce_mean(tf.nn.sigmoid_cross_entropy_with_logits(logits = d_logits_fake, labels = tf.ones_like(d_model_fake) * 0.9))
d_loss = d_loss_real + d_loss_fake
return d_loss, g_loss
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_loss(model_loss)
Tests Passed
Implement model_opt to create the optimization operations for the GANs. Use tf.trainable_variables to get all the trainable variables. Filter the variables with names that are in the discriminator and generator scope names. The function should return a tuple of (discriminator training operation, generator training operation).
def model_opt(d_loss, g_loss, learning_rate, beta1):
"""
Get optimization operations
:param d_loss: Discriminator loss Tensor
:param g_loss: Generator loss Tensor
:param learning_rate: Learning Rate Placeholder
:param beta1: The exponential decay rate for the 1st moment in the optimizer
:return: A tuple of (discriminator training operation, generator training operation)
"""
t_vars = tf.trainable_variables()
d_vars = [var for var in t_vars if var.name.startswith("discriminator")]
g_vars = [var for var in t_vars if var.name.startswith("generator")]
with tf.control_dependencies(tf.get_collection(tf.GraphKeys.UPDATE_OPS)):
d_train_opt = tf.train.AdamOptimizer(learning_rate, beta1 = beta1).minimize(d_loss, var_list = d_vars)
g_train_opt = tf.train.AdamOptimizer(learning_rate, beta1 = beta1).minimize(g_loss, var_list = g_vars)
return d_train_opt, g_train_opt
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_opt(model_opt, tf)
Tests Passed
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import numpy as np
def show_generator_output(sess, n_images, input_z, out_channel_dim, image_mode):
"""
Show example output for the generator
:param sess: TensorFlow session
:param n_images: Number of Images to display
:param input_z: Input Z Tensor
:param out_channel_dim: The number of channels in the output image
:param image_mode: The mode to use for images ("RGB" or "L")
"""
cmap = None if image_mode == 'RGB' else 'gray'
z_dim = input_z.get_shape().as_list()[-1]
example_z = np.random.uniform(-1, 1, size=[n_images, z_dim])
samples = sess.run(
generator(input_z, out_channel_dim, False),
feed_dict={input_z: example_z})
images_grid = helper.images_square_grid(samples, image_mode)
pyplot.imshow(images_grid, cmap=cmap)
pyplot.show()
Implement train to build and train the GANs. Use the following functions you implemented:
model_inputs(image_width, image_height, image_channels, z_dim)model_loss(input_real, input_z, out_channel_dim)model_opt(d_loss, g_loss, learning_rate, beta1)Use the show_generator_output to show generator output while you train. Running show_generator_output for every batch will drastically increase training time and increase the size of the notebook. It's recommended to print the generator output every 100 batches.
def train(epoch_count, batch_size, z_dim, learning_rate, beta1, get_batches, data_shape, data_image_mode):
"""
Train the GAN
:param epoch_count: Number of epochs
:param batch_size: Batch Size
:param z_dim: Z dimension
:param learning_rate: Learning Rate
:param beta1: The exponential decay rate for the 1st moment in the optimizer
:param get_batches: Function to get batches
:param data_shape: Shape of the data
:param data_image_mode: The image mode to use for images ("RGB" or "L")
"""
if(data_image_mode == "L"):
out_channel_dim = 1
else:
out_channel_dim = 3
batches, img_width, img_height, img_depth = data_shape
input_real, input_z, lr = model_inputs(img_width, img_height, img_depth, z_dim)
d_loss, g_loss = model_loss(input_real, input_z, img_depth)
d_opt, g_opt = model_opt(d_loss, g_loss, learning_rate, beta1)
steps = 0
print_every = 10
show_every = 100
losses = []
num_images = 25
with tf.Session() as sess:
sess.run(tf.global_variables_initializer())
for epoch_i in range(epoch_count):
for batch_images in get_batches(batch_size):
steps += 1
batch_images *= 2.0
batch_z = np.random.uniform(-1, 1, (batch_size, z_dim))
_ = sess.run(d_opt, feed_dict = {input_real: batch_images, input_z: batch_z, lr: learning_rate})
_ = sess.run(g_opt, feed_dict = {input_real: batch_images, input_z: batch_z, lr: learning_rate})
_ = sess.run(g_opt, feed_dict = {input_real: batch_images, input_z: batch_z, lr: learning_rate})
if steps%print_every == 0:
train_loss_d = d_loss.eval({input_z: batch_z, input_real: batch_images})
train_loss_g = g_loss.eval({input_z: batch_z})
print("Epoch {}/{}...".format(epoch_i+1, epoch_count),
"Discriminator Loss: {:.4f}...".format(train_loss_d),
"Generator Loss: {:.4f}".format(train_loss_g))
losses.append((train_loss_d, train_loss_g))
if steps%show_every == 0:
show_generator_output(sess, num_images, input_z, img_depth, data_image_mode)
Test your GANs architecture on MNIST. After 2 epochs, the GANs should be able to generate images that look like handwritten digits. Make sure the loss of the generator is lower than the loss of the discriminator or close to 0.
batch_size = 32
z_dim = 100
learning_rate = 0.0002
beta1 = 0.2
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 5
mnist_dataset = helper.Dataset('mnist', glob(os.path.join(data_dir, 'mnist/*.jpg')))
with tf.Graph().as_default():
train(epochs, batch_size, z_dim, learning_rate, beta1, mnist_dataset.get_batches,
mnist_dataset.shape, mnist_dataset.image_mode)
Epoch 1/5... Discriminator Loss: 3.1325... Generator Loss: 0.4632 Epoch 1/5... Discriminator Loss: 2.4425... Generator Loss: 0.4357 Epoch 1/5... Discriminator Loss: 2.0789... Generator Loss: 0.5501 Epoch 1/5... Discriminator Loss: 2.4789... Generator Loss: 0.5417 Epoch 1/5... Discriminator Loss: 1.3451... Generator Loss: 1.1364 Epoch 1/5... Discriminator Loss: 1.5238... Generator Loss: 0.7561 Epoch 1/5... Discriminator Loss: 2.0583... Generator Loss: 0.5986 Epoch 1/5... Discriminator Loss: 1.6008... Generator Loss: 0.8135 Epoch 1/5... Discriminator Loss: 1.6085... Generator Loss: 0.5963 Epoch 1/5... Discriminator Loss: 1.8848... Generator Loss: 1.1945
Epoch 1/5... Discriminator Loss: 1.8152... Generator Loss: 1.1816 Epoch 1/5... Discriminator Loss: 1.7456... Generator Loss: 0.7826 Epoch 1/5... Discriminator Loss: 1.0871... Generator Loss: 1.4259 Epoch 1/5... Discriminator Loss: 1.0717... Generator Loss: 1.6354 Epoch 1/5... Discriminator Loss: 1.1210... Generator Loss: 1.2430 Epoch 1/5... Discriminator Loss: 1.4000... Generator Loss: 0.9158 Epoch 1/5... Discriminator Loss: 1.4496... Generator Loss: 1.7171 Epoch 1/5... Discriminator Loss: 1.0912... Generator Loss: 1.2496 Epoch 1/5... Discriminator Loss: 1.4538... Generator Loss: 1.0268 Epoch 1/5... Discriminator Loss: 1.3916... Generator Loss: 1.3541
Epoch 1/5... Discriminator Loss: 1.5341... Generator Loss: 0.7705 Epoch 1/5... Discriminator Loss: 1.4262... Generator Loss: 1.6787 Epoch 1/5... Discriminator Loss: 1.2739... Generator Loss: 1.3514 Epoch 1/5... Discriminator Loss: 1.2192... Generator Loss: 1.6895 Epoch 1/5... Discriminator Loss: 1.6142... Generator Loss: 0.6219 Epoch 1/5... Discriminator Loss: 1.4403... Generator Loss: 0.7260 Epoch 1/5... Discriminator Loss: 1.8204... Generator Loss: 0.5348 Epoch 1/5... Discriminator Loss: 1.4663... Generator Loss: 0.7915 Epoch 1/5... Discriminator Loss: 1.0692... Generator Loss: 1.4382 Epoch 1/5... Discriminator Loss: 1.3612... Generator Loss: 0.8201
Epoch 1/5... Discriminator Loss: 1.2396... Generator Loss: 0.8683 Epoch 1/5... Discriminator Loss: 1.4284... Generator Loss: 0.7339 Epoch 1/5... Discriminator Loss: 1.2216... Generator Loss: 1.1706 Epoch 1/5... Discriminator Loss: 1.3088... Generator Loss: 0.8274 Epoch 1/5... Discriminator Loss: 1.5975... Generator Loss: 1.4815 Epoch 1/5... Discriminator Loss: 1.2681... Generator Loss: 0.7330 Epoch 1/5... Discriminator Loss: 1.1805... Generator Loss: 1.0815 Epoch 1/5... Discriminator Loss: 1.4635... Generator Loss: 1.4774 Epoch 1/5... Discriminator Loss: 1.3888... Generator Loss: 1.3198 Epoch 1/5... Discriminator Loss: 1.1422... Generator Loss: 1.0630
Epoch 1/5... Discriminator Loss: 1.3569... Generator Loss: 0.8137 Epoch 1/5... Discriminator Loss: 1.1903... Generator Loss: 1.1885 Epoch 1/5... Discriminator Loss: 1.2796... Generator Loss: 0.9722 Epoch 1/5... Discriminator Loss: 1.3171... Generator Loss: 0.8748 Epoch 1/5... Discriminator Loss: 1.3779... Generator Loss: 0.9347 Epoch 1/5... Discriminator Loss: 1.4693... Generator Loss: 0.9798 Epoch 1/5... Discriminator Loss: 1.4297... Generator Loss: 0.7744 Epoch 1/5... Discriminator Loss: 1.2490... Generator Loss: 1.5321 Epoch 1/5... Discriminator Loss: 1.3352... Generator Loss: 0.8136 Epoch 1/5... Discriminator Loss: 1.4492... Generator Loss: 0.5516
Epoch 1/5... Discriminator Loss: 1.1189... Generator Loss: 1.1706 Epoch 1/5... Discriminator Loss: 1.1384... Generator Loss: 0.9046 Epoch 1/5... Discriminator Loss: 1.6104... Generator Loss: 1.9145 Epoch 1/5... Discriminator Loss: 1.2453... Generator Loss: 1.0343 Epoch 1/5... Discriminator Loss: 1.1917... Generator Loss: 1.2151 Epoch 1/5... Discriminator Loss: 1.3021... Generator Loss: 0.9010 Epoch 1/5... Discriminator Loss: 1.1982... Generator Loss: 1.0137 Epoch 1/5... Discriminator Loss: 1.1860... Generator Loss: 1.2259 Epoch 1/5... Discriminator Loss: 1.0330... Generator Loss: 1.0322 Epoch 1/5... Discriminator Loss: 1.5476... Generator Loss: 0.7584
Epoch 1/5... Discriminator Loss: 1.1977... Generator Loss: 0.8426 Epoch 1/5... Discriminator Loss: 1.1480... Generator Loss: 0.7031 Epoch 1/5... Discriminator Loss: 1.2802... Generator Loss: 1.0689 Epoch 1/5... Discriminator Loss: 1.1574... Generator Loss: 1.0179 Epoch 1/5... Discriminator Loss: 0.9867... Generator Loss: 1.1304 Epoch 1/5... Discriminator Loss: 1.2939... Generator Loss: 0.9276 Epoch 1/5... Discriminator Loss: 1.1641... Generator Loss: 1.2643 Epoch 1/5... Discriminator Loss: 1.1897... Generator Loss: 0.9723 Epoch 1/5... Discriminator Loss: 1.2227... Generator Loss: 1.0121 Epoch 1/5... Discriminator Loss: 1.4250... Generator Loss: 1.9670
Epoch 1/5... Discriminator Loss: 1.1741... Generator Loss: 1.2219 Epoch 1/5... Discriminator Loss: 1.0566... Generator Loss: 1.0376 Epoch 1/5... Discriminator Loss: 1.1794... Generator Loss: 0.9112 Epoch 1/5... Discriminator Loss: 1.1398... Generator Loss: 1.9341 Epoch 1/5... Discriminator Loss: 1.0397... Generator Loss: 1.1491 Epoch 1/5... Discriminator Loss: 1.4234... Generator Loss: 0.7200 Epoch 1/5... Discriminator Loss: 1.0363... Generator Loss: 1.4731 Epoch 1/5... Discriminator Loss: 1.2276... Generator Loss: 1.2856 Epoch 1/5... Discriminator Loss: 1.1285... Generator Loss: 1.3204 Epoch 1/5... Discriminator Loss: 1.1498... Generator Loss: 1.1794
Epoch 1/5... Discriminator Loss: 1.2794... Generator Loss: 0.7581 Epoch 1/5... Discriminator Loss: 1.3247... Generator Loss: 1.0884 Epoch 1/5... Discriminator Loss: 1.1640... Generator Loss: 1.0154 Epoch 1/5... Discriminator Loss: 1.4331... Generator Loss: 0.6389 Epoch 1/5... Discriminator Loss: 1.1258... Generator Loss: 1.0097 Epoch 1/5... Discriminator Loss: 1.2464... Generator Loss: 0.9662 Epoch 1/5... Discriminator Loss: 1.3501... Generator Loss: 0.7154 Epoch 1/5... Discriminator Loss: 1.3456... Generator Loss: 1.4808 Epoch 1/5... Discriminator Loss: 1.0955... Generator Loss: 1.2074 Epoch 1/5... Discriminator Loss: 1.0572... Generator Loss: 0.8829
Epoch 1/5... Discriminator Loss: 1.2079... Generator Loss: 2.4270 Epoch 1/5... Discriminator Loss: 1.2042... Generator Loss: 0.7273 Epoch 1/5... Discriminator Loss: 1.3381... Generator Loss: 0.8053 Epoch 1/5... Discriminator Loss: 1.1275... Generator Loss: 1.4474 Epoch 1/5... Discriminator Loss: 1.0495... Generator Loss: 1.1839 Epoch 1/5... Discriminator Loss: 1.2537... Generator Loss: 0.5899 Epoch 1/5... Discriminator Loss: 0.9088... Generator Loss: 1.3840 Epoch 1/5... Discriminator Loss: 1.1884... Generator Loss: 1.8805 Epoch 1/5... Discriminator Loss: 0.9998... Generator Loss: 1.2158 Epoch 1/5... Discriminator Loss: 0.9779... Generator Loss: 1.0929
Epoch 1/5... Discriminator Loss: 1.1501... Generator Loss: 1.2728 Epoch 1/5... Discriminator Loss: 1.1654... Generator Loss: 0.9269 Epoch 1/5... Discriminator Loss: 1.2040... Generator Loss: 1.1685 Epoch 1/5... Discriminator Loss: 1.2487... Generator Loss: 0.7404 Epoch 1/5... Discriminator Loss: 1.1427... Generator Loss: 1.0680 Epoch 1/5... Discriminator Loss: 0.9881... Generator Loss: 1.5265 Epoch 1/5... Discriminator Loss: 1.2385... Generator Loss: 1.5346 Epoch 1/5... Discriminator Loss: 1.2555... Generator Loss: 0.9351 Epoch 1/5... Discriminator Loss: 1.0345... Generator Loss: 0.8848 Epoch 1/5... Discriminator Loss: 1.7887... Generator Loss: 0.6809
Epoch 1/5... Discriminator Loss: 1.2411... Generator Loss: 1.0314 Epoch 1/5... Discriminator Loss: 1.1940... Generator Loss: 1.2388 Epoch 1/5... Discriminator Loss: 1.6658... Generator Loss: 0.7202 Epoch 1/5... Discriminator Loss: 1.5434... Generator Loss: 0.7669 Epoch 1/5... Discriminator Loss: 1.1597... Generator Loss: 1.1323 Epoch 1/5... Discriminator Loss: 1.1529... Generator Loss: 1.4567 Epoch 1/5... Discriminator Loss: 1.1931... Generator Loss: 1.3358 Epoch 1/5... Discriminator Loss: 1.2422... Generator Loss: 0.7382 Epoch 1/5... Discriminator Loss: 1.1746... Generator Loss: 0.8263 Epoch 1/5... Discriminator Loss: 1.1919... Generator Loss: 0.9973
Epoch 1/5... Discriminator Loss: 1.1757... Generator Loss: 1.0890 Epoch 1/5... Discriminator Loss: 1.1349... Generator Loss: 0.9474 Epoch 1/5... Discriminator Loss: 1.1805... Generator Loss: 0.7880 Epoch 1/5... Discriminator Loss: 1.4370... Generator Loss: 1.3182 Epoch 1/5... Discriminator Loss: 0.9978... Generator Loss: 1.1551 Epoch 1/5... Discriminator Loss: 1.0393... Generator Loss: 1.0224 Epoch 1/5... Discriminator Loss: 0.9902... Generator Loss: 1.2491 Epoch 1/5... Discriminator Loss: 1.1405... Generator Loss: 0.7319 Epoch 1/5... Discriminator Loss: 1.3242... Generator Loss: 1.8108 Epoch 1/5... Discriminator Loss: 1.0865... Generator Loss: 1.4133
Epoch 1/5... Discriminator Loss: 1.3254... Generator Loss: 0.6905 Epoch 1/5... Discriminator Loss: 1.1496... Generator Loss: 1.6038 Epoch 1/5... Discriminator Loss: 1.0401... Generator Loss: 1.2521 Epoch 1/5... Discriminator Loss: 1.2275... Generator Loss: 0.7259 Epoch 1/5... Discriminator Loss: 1.0407... Generator Loss: 1.0098 Epoch 1/5... Discriminator Loss: 1.3034... Generator Loss: 1.4822 Epoch 1/5... Discriminator Loss: 1.2688... Generator Loss: 0.9998 Epoch 1/5... Discriminator Loss: 1.0894... Generator Loss: 1.4243 Epoch 1/5... Discriminator Loss: 1.2113... Generator Loss: 0.9779 Epoch 1/5... Discriminator Loss: 1.2067... Generator Loss: 1.1727
Epoch 1/5... Discriminator Loss: 1.1081... Generator Loss: 1.0964 Epoch 1/5... Discriminator Loss: 1.0529... Generator Loss: 1.4400 Epoch 1/5... Discriminator Loss: 1.0313... Generator Loss: 1.7924 Epoch 1/5... Discriminator Loss: 1.1323... Generator Loss: 1.2552 Epoch 1/5... Discriminator Loss: 1.2277... Generator Loss: 0.8534 Epoch 1/5... Discriminator Loss: 1.2304... Generator Loss: 1.1873 Epoch 1/5... Discriminator Loss: 1.1511... Generator Loss: 0.8873 Epoch 1/5... Discriminator Loss: 1.0325... Generator Loss: 1.5395 Epoch 1/5... Discriminator Loss: 1.1071... Generator Loss: 0.9035 Epoch 1/5... Discriminator Loss: 0.9990... Generator Loss: 0.9512
Epoch 1/5... Discriminator Loss: 1.2319... Generator Loss: 1.2320 Epoch 1/5... Discriminator Loss: 1.0525... Generator Loss: 1.0351 Epoch 1/5... Discriminator Loss: 1.1410... Generator Loss: 0.8870 Epoch 1/5... Discriminator Loss: 0.9106... Generator Loss: 1.1668 Epoch 1/5... Discriminator Loss: 1.2294... Generator Loss: 0.8703 Epoch 1/5... Discriminator Loss: 1.0858... Generator Loss: 1.1808 Epoch 1/5... Discriminator Loss: 0.9969... Generator Loss: 1.0740 Epoch 1/5... Discriminator Loss: 1.0675... Generator Loss: 1.0400 Epoch 1/5... Discriminator Loss: 1.1924... Generator Loss: 1.7596 Epoch 1/5... Discriminator Loss: 1.0960... Generator Loss: 1.2404
Epoch 1/5... Discriminator Loss: 1.1842... Generator Loss: 1.0083 Epoch 1/5... Discriminator Loss: 1.0628... Generator Loss: 1.1262 Epoch 1/5... Discriminator Loss: 1.2005... Generator Loss: 1.2126 Epoch 1/5... Discriminator Loss: 1.2653... Generator Loss: 1.7960 Epoch 1/5... Discriminator Loss: 1.3424... Generator Loss: 0.8791 Epoch 1/5... Discriminator Loss: 1.3588... Generator Loss: 1.7727 Epoch 1/5... Discriminator Loss: 1.3949... Generator Loss: 0.6050 Epoch 1/5... Discriminator Loss: 1.3512... Generator Loss: 0.6398 Epoch 1/5... Discriminator Loss: 1.4275... Generator Loss: 1.6814 Epoch 1/5... Discriminator Loss: 1.1289... Generator Loss: 1.1284
Epoch 1/5... Discriminator Loss: 1.1082... Generator Loss: 1.0686 Epoch 1/5... Discriminator Loss: 1.0999... Generator Loss: 1.0226 Epoch 1/5... Discriminator Loss: 1.0652... Generator Loss: 1.6203 Epoch 1/5... Discriminator Loss: 1.0577... Generator Loss: 1.1280 Epoch 1/5... Discriminator Loss: 1.1371... Generator Loss: 0.8363 Epoch 1/5... Discriminator Loss: 1.0185... Generator Loss: 1.4478 Epoch 1/5... Discriminator Loss: 1.1473... Generator Loss: 1.4235 Epoch 1/5... Discriminator Loss: 1.1849... Generator Loss: 1.9316 Epoch 1/5... Discriminator Loss: 1.0374... Generator Loss: 1.1409 Epoch 1/5... Discriminator Loss: 1.0375... Generator Loss: 1.1274
Epoch 1/5... Discriminator Loss: 1.2341... Generator Loss: 0.9825 Epoch 1/5... Discriminator Loss: 1.1944... Generator Loss: 0.7868 Epoch 1/5... Discriminator Loss: 1.2599... Generator Loss: 0.8780 Epoch 1/5... Discriminator Loss: 0.9646... Generator Loss: 1.4467 Epoch 1/5... Discriminator Loss: 0.9712... Generator Loss: 1.0978 Epoch 1/5... Discriminator Loss: 1.0354... Generator Loss: 1.0854 Epoch 1/5... Discriminator Loss: 1.2546... Generator Loss: 1.6631 Epoch 2/5... Discriminator Loss: 0.9747... Generator Loss: 1.1063 Epoch 2/5... Discriminator Loss: 1.5301... Generator Loss: 0.7997 Epoch 2/5... Discriminator Loss: 0.8831... Generator Loss: 1.1729
Epoch 2/5... Discriminator Loss: 1.7213... Generator Loss: 2.4005 Epoch 2/5... Discriminator Loss: 1.0929... Generator Loss: 1.9188 Epoch 2/5... Discriminator Loss: 1.0645... Generator Loss: 0.8334 Epoch 2/5... Discriminator Loss: 1.1187... Generator Loss: 1.0020 Epoch 2/5... Discriminator Loss: 1.1733... Generator Loss: 1.1570 Epoch 2/5... Discriminator Loss: 1.0187... Generator Loss: 0.9013 Epoch 2/5... Discriminator Loss: 1.0956... Generator Loss: 0.7668 Epoch 2/5... Discriminator Loss: 1.0326... Generator Loss: 1.0546 Epoch 2/5... Discriminator Loss: 1.4449... Generator Loss: 1.9986 Epoch 2/5... Discriminator Loss: 1.0391... Generator Loss: 1.2313
Epoch 2/5... Discriminator Loss: 1.0239... Generator Loss: 1.8463 Epoch 2/5... Discriminator Loss: 0.9692... Generator Loss: 1.2174 Epoch 2/5... Discriminator Loss: 1.0705... Generator Loss: 1.3365 Epoch 2/5... Discriminator Loss: 0.9532... Generator Loss: 1.3811 Epoch 2/5... Discriminator Loss: 1.2575... Generator Loss: 1.4980 Epoch 2/5... Discriminator Loss: 1.1021... Generator Loss: 1.5217 Epoch 2/5... Discriminator Loss: 1.0790... Generator Loss: 1.1044 Epoch 2/5... Discriminator Loss: 0.9684... Generator Loss: 1.4888 Epoch 2/5... Discriminator Loss: 1.0617... Generator Loss: 1.2863 Epoch 2/5... Discriminator Loss: 1.2215... Generator Loss: 1.3532
Epoch 2/5... Discriminator Loss: 1.3621... Generator Loss: 0.6514 Epoch 2/5... Discriminator Loss: 1.0525... Generator Loss: 1.2043 Epoch 2/5... Discriminator Loss: 1.3980... Generator Loss: 1.8289 Epoch 2/5... Discriminator Loss: 1.0629... Generator Loss: 1.6610 Epoch 2/5... Discriminator Loss: 1.1847... Generator Loss: 1.1017 Epoch 2/5... Discriminator Loss: 0.9630... Generator Loss: 0.9846 Epoch 2/5... Discriminator Loss: 1.1967... Generator Loss: 0.6808 Epoch 2/5... Discriminator Loss: 0.9153... Generator Loss: 1.6042 Epoch 2/5... Discriminator Loss: 1.0340... Generator Loss: 0.9096 Epoch 2/5... Discriminator Loss: 1.0708... Generator Loss: 1.2680
Epoch 2/5... Discriminator Loss: 1.2520... Generator Loss: 1.2398 Epoch 2/5... Discriminator Loss: 1.0442... Generator Loss: 0.9081 Epoch 2/5... Discriminator Loss: 1.0519... Generator Loss: 1.1719 Epoch 2/5... Discriminator Loss: 0.9815... Generator Loss: 0.9471 Epoch 2/5... Discriminator Loss: 1.1276... Generator Loss: 1.0169 Epoch 2/5... Discriminator Loss: 0.9286... Generator Loss: 1.2143 Epoch 2/5... Discriminator Loss: 1.3041... Generator Loss: 1.4640 Epoch 2/5... Discriminator Loss: 1.0539... Generator Loss: 1.1347 Epoch 2/5... Discriminator Loss: 1.1504... Generator Loss: 0.8636 Epoch 2/5... Discriminator Loss: 1.0475... Generator Loss: 0.9741
Epoch 2/5... Discriminator Loss: 1.2523... Generator Loss: 0.7225 Epoch 2/5... Discriminator Loss: 1.1026... Generator Loss: 1.3574 Epoch 2/5... Discriminator Loss: 1.0885... Generator Loss: 1.2065 Epoch 2/5... Discriminator Loss: 0.8603... Generator Loss: 0.8652 Epoch 2/5... Discriminator Loss: 1.1948... Generator Loss: 1.3098 Epoch 2/5... Discriminator Loss: 1.1624... Generator Loss: 1.7832 Epoch 2/5... Discriminator Loss: 0.9833... Generator Loss: 1.0847 Epoch 2/5... Discriminator Loss: 1.2292... Generator Loss: 0.8132 Epoch 2/5... Discriminator Loss: 1.2836... Generator Loss: 0.6668 Epoch 2/5... Discriminator Loss: 0.9183... Generator Loss: 1.4953
Epoch 2/5... Discriminator Loss: 1.1817... Generator Loss: 0.9090 Epoch 2/5... Discriminator Loss: 1.2500... Generator Loss: 0.7409 Epoch 2/5... Discriminator Loss: 0.9636... Generator Loss: 1.2625 Epoch 2/5... Discriminator Loss: 1.0875... Generator Loss: 1.0998 Epoch 2/5... Discriminator Loss: 1.1441... Generator Loss: 0.8484 Epoch 2/5... Discriminator Loss: 1.1266... Generator Loss: 1.5318 Epoch 2/5... Discriminator Loss: 1.0498... Generator Loss: 1.5623 Epoch 2/5... Discriminator Loss: 0.9985... Generator Loss: 1.1548 Epoch 2/5... Discriminator Loss: 1.1351... Generator Loss: 1.5203 Epoch 2/5... Discriminator Loss: 0.9969... Generator Loss: 1.3812
Epoch 2/5... Discriminator Loss: 1.2023... Generator Loss: 1.4070 Epoch 2/5... Discriminator Loss: 0.9395... Generator Loss: 1.2159 Epoch 2/5... Discriminator Loss: 1.0241... Generator Loss: 1.6118 Epoch 2/5... Discriminator Loss: 1.0779... Generator Loss: 0.8333 Epoch 2/5... Discriminator Loss: 0.9898... Generator Loss: 1.5097 Epoch 2/5... Discriminator Loss: 1.1548... Generator Loss: 0.8443 Epoch 2/5... Discriminator Loss: 0.9589... Generator Loss: 1.3210 Epoch 2/5... Discriminator Loss: 0.8889... Generator Loss: 1.4853 Epoch 2/5... Discriminator Loss: 0.9674... Generator Loss: 1.2927 Epoch 2/5... Discriminator Loss: 1.1288... Generator Loss: 1.3286
Epoch 2/5... Discriminator Loss: 0.9882... Generator Loss: 2.0906 Epoch 2/5... Discriminator Loss: 1.0189... Generator Loss: 1.3387 Epoch 2/5... Discriminator Loss: 1.0514... Generator Loss: 1.3962 Epoch 2/5... Discriminator Loss: 1.0635... Generator Loss: 1.2700 Epoch 2/5... Discriminator Loss: 1.1881... Generator Loss: 1.9295 Epoch 2/5... Discriminator Loss: 1.0042... Generator Loss: 1.2961 Epoch 2/5... Discriminator Loss: 1.3472... Generator Loss: 0.8374 Epoch 2/5... Discriminator Loss: 0.9128... Generator Loss: 1.0356 Epoch 2/5... Discriminator Loss: 0.8890... Generator Loss: 1.2847 Epoch 2/5... Discriminator Loss: 0.9096... Generator Loss: 1.4753
Epoch 2/5... Discriminator Loss: 1.0923... Generator Loss: 1.1397 Epoch 2/5... Discriminator Loss: 0.9962... Generator Loss: 1.3325 Epoch 2/5... Discriminator Loss: 1.0584... Generator Loss: 2.0376 Epoch 2/5... Discriminator Loss: 0.9652... Generator Loss: 1.4756 Epoch 2/5... Discriminator Loss: 0.9800... Generator Loss: 1.0999 Epoch 2/5... Discriminator Loss: 0.9862... Generator Loss: 1.4005 Epoch 2/5... Discriminator Loss: 1.3259... Generator Loss: 0.7481 Epoch 2/5... Discriminator Loss: 1.0394... Generator Loss: 1.4910 Epoch 2/5... Discriminator Loss: 0.8141... Generator Loss: 1.6730 Epoch 2/5... Discriminator Loss: 1.0871... Generator Loss: 0.7296
Epoch 2/5... Discriminator Loss: 1.0715... Generator Loss: 0.8737 Epoch 2/5... Discriminator Loss: 1.0727... Generator Loss: 1.6785 Epoch 2/5... Discriminator Loss: 1.1412... Generator Loss: 1.0087 Epoch 2/5... Discriminator Loss: 1.0917... Generator Loss: 1.1733 Epoch 2/5... Discriminator Loss: 0.9252... Generator Loss: 1.3352 Epoch 2/5... Discriminator Loss: 1.0597... Generator Loss: 1.0360 Epoch 2/5... Discriminator Loss: 1.0477... Generator Loss: 0.9290 Epoch 2/5... Discriminator Loss: 1.1046... Generator Loss: 2.5516 Epoch 2/5... Discriminator Loss: 1.1544... Generator Loss: 0.9656 Epoch 2/5... Discriminator Loss: 0.9345... Generator Loss: 1.3908
Epoch 2/5... Discriminator Loss: 1.0404... Generator Loss: 0.9531 Epoch 2/5... Discriminator Loss: 1.0889... Generator Loss: 1.3946 Epoch 2/5... Discriminator Loss: 0.9034... Generator Loss: 0.8088 Epoch 2/5... Discriminator Loss: 0.9449... Generator Loss: 1.7678 Epoch 2/5... Discriminator Loss: 0.8848... Generator Loss: 1.2565 Epoch 2/5... Discriminator Loss: 0.9570... Generator Loss: 1.9375 Epoch 2/5... Discriminator Loss: 0.9404... Generator Loss: 1.9238 Epoch 2/5... Discriminator Loss: 0.8700... Generator Loss: 0.9490 Epoch 2/5... Discriminator Loss: 1.0922... Generator Loss: 0.8031 Epoch 2/5... Discriminator Loss: 0.9981... Generator Loss: 1.3218
Epoch 2/5... Discriminator Loss: 0.9673... Generator Loss: 1.1234 Epoch 2/5... Discriminator Loss: 0.9254... Generator Loss: 1.3894 Epoch 2/5... Discriminator Loss: 0.9755... Generator Loss: 1.1106 Epoch 2/5... Discriminator Loss: 1.0903... Generator Loss: 1.1879 Epoch 2/5... Discriminator Loss: 0.9800... Generator Loss: 1.2119 Epoch 2/5... Discriminator Loss: 1.3067... Generator Loss: 0.9456 Epoch 2/5... Discriminator Loss: 1.0092... Generator Loss: 1.3898 Epoch 2/5... Discriminator Loss: 1.2244... Generator Loss: 0.9760 Epoch 2/5... Discriminator Loss: 0.8546... Generator Loss: 1.1737 Epoch 2/5... Discriminator Loss: 0.8653... Generator Loss: 1.4460
Epoch 2/5... Discriminator Loss: 1.4872... Generator Loss: 0.9161 Epoch 2/5... Discriminator Loss: 1.0239... Generator Loss: 0.7964 Epoch 2/5... Discriminator Loss: 0.9648... Generator Loss: 1.4947 Epoch 2/5... Discriminator Loss: 0.9149... Generator Loss: 1.6783 Epoch 2/5... Discriminator Loss: 1.0514... Generator Loss: 1.4575 Epoch 2/5... Discriminator Loss: 1.0450... Generator Loss: 1.4056 Epoch 2/5... Discriminator Loss: 0.9313... Generator Loss: 1.7066 Epoch 2/5... Discriminator Loss: 0.8626... Generator Loss: 1.3670 Epoch 2/5... Discriminator Loss: 0.7900... Generator Loss: 1.3818 Epoch 2/5... Discriminator Loss: 0.8987... Generator Loss: 1.2212
Epoch 2/5... Discriminator Loss: 0.9821... Generator Loss: 1.5872 Epoch 2/5... Discriminator Loss: 1.1062... Generator Loss: 0.9163 Epoch 2/5... Discriminator Loss: 0.7845... Generator Loss: 1.8230 Epoch 2/5... Discriminator Loss: 1.2984... Generator Loss: 0.8536 Epoch 2/5... Discriminator Loss: 0.9468... Generator Loss: 1.3370 Epoch 2/5... Discriminator Loss: 1.1207... Generator Loss: 0.9074 Epoch 2/5... Discriminator Loss: 0.8231... Generator Loss: 1.6129 Epoch 2/5... Discriminator Loss: 1.1168... Generator Loss: 1.1446 Epoch 2/5... Discriminator Loss: 0.8570... Generator Loss: 0.8779 Epoch 2/5... Discriminator Loss: 0.8410... Generator Loss: 1.3923
Epoch 2/5... Discriminator Loss: 1.0208... Generator Loss: 2.0240 Epoch 2/5... Discriminator Loss: 0.9357... Generator Loss: 1.3199 Epoch 2/5... Discriminator Loss: 0.8869... Generator Loss: 1.1150 Epoch 2/5... Discriminator Loss: 1.0099... Generator Loss: 1.2743 Epoch 2/5... Discriminator Loss: 0.8529... Generator Loss: 1.5104 Epoch 2/5... Discriminator Loss: 1.0548... Generator Loss: 0.9703 Epoch 2/5... Discriminator Loss: 0.8803... Generator Loss: 1.2056 Epoch 2/5... Discriminator Loss: 0.9101... Generator Loss: 1.9527 Epoch 2/5... Discriminator Loss: 0.7597... Generator Loss: 1.9993 Epoch 2/5... Discriminator Loss: 0.9107... Generator Loss: 1.2964
Epoch 2/5... Discriminator Loss: 0.9934... Generator Loss: 1.0238 Epoch 2/5... Discriminator Loss: 1.0616... Generator Loss: 0.9912 Epoch 2/5... Discriminator Loss: 0.9262... Generator Loss: 1.7146 Epoch 2/5... Discriminator Loss: 0.9155... Generator Loss: 1.6694 Epoch 2/5... Discriminator Loss: 0.7659... Generator Loss: 1.6292 Epoch 2/5... Discriminator Loss: 0.8037... Generator Loss: 1.1146 Epoch 2/5... Discriminator Loss: 0.9088... Generator Loss: 1.5462 Epoch 2/5... Discriminator Loss: 0.7935... Generator Loss: 1.9233 Epoch 2/5... Discriminator Loss: 0.9477... Generator Loss: 1.1878 Epoch 2/5... Discriminator Loss: 0.9517... Generator Loss: 1.4021
Epoch 2/5... Discriminator Loss: 0.9725... Generator Loss: 2.0000 Epoch 2/5... Discriminator Loss: 1.1065... Generator Loss: 1.2288 Epoch 2/5... Discriminator Loss: 0.9340... Generator Loss: 1.0776 Epoch 2/5... Discriminator Loss: 1.2240... Generator Loss: 2.4972 Epoch 2/5... Discriminator Loss: 1.0155... Generator Loss: 1.1801 Epoch 2/5... Discriminator Loss: 0.8380... Generator Loss: 1.9137 Epoch 2/5... Discriminator Loss: 0.7951... Generator Loss: 0.9923 Epoch 2/5... Discriminator Loss: 0.7619... Generator Loss: 2.1031 Epoch 2/5... Discriminator Loss: 0.9421... Generator Loss: 0.9441 Epoch 2/5... Discriminator Loss: 0.8861... Generator Loss: 1.1939
Epoch 2/5... Discriminator Loss: 0.7243... Generator Loss: 1.4994 Epoch 2/5... Discriminator Loss: 0.8920... Generator Loss: 2.3028 Epoch 2/5... Discriminator Loss: 0.8507... Generator Loss: 1.7653 Epoch 2/5... Discriminator Loss: 0.8952... Generator Loss: 1.3043 Epoch 2/5... Discriminator Loss: 1.0567... Generator Loss: 1.7804 Epoch 2/5... Discriminator Loss: 0.8446... Generator Loss: 2.0430 Epoch 2/5... Discriminator Loss: 1.1986... Generator Loss: 0.9578 Epoch 2/5... Discriminator Loss: 0.8550... Generator Loss: 1.5470 Epoch 2/5... Discriminator Loss: 0.7266... Generator Loss: 2.0735 Epoch 2/5... Discriminator Loss: 0.7167... Generator Loss: 1.6406
Epoch 2/5... Discriminator Loss: 0.8589... Generator Loss: 1.4442 Epoch 2/5... Discriminator Loss: 1.0487... Generator Loss: 2.2284 Epoch 2/5... Discriminator Loss: 0.8116... Generator Loss: 1.4681 Epoch 2/5... Discriminator Loss: 0.8068... Generator Loss: 1.2571 Epoch 2/5... Discriminator Loss: 0.7607... Generator Loss: 1.3160 Epoch 3/5... Discriminator Loss: 0.7352... Generator Loss: 1.6055 Epoch 3/5... Discriminator Loss: 0.8614... Generator Loss: 1.7418 Epoch 3/5... Discriminator Loss: 0.9153... Generator Loss: 1.4337 Epoch 3/5... Discriminator Loss: 0.9294... Generator Loss: 1.2551 Epoch 3/5... Discriminator Loss: 0.8465... Generator Loss: 1.6923
Epoch 3/5... Discriminator Loss: 0.8495... Generator Loss: 1.2328 Epoch 3/5... Discriminator Loss: 0.7596... Generator Loss: 1.3312 Epoch 3/5... Discriminator Loss: 0.7265... Generator Loss: 1.8414 Epoch 3/5... Discriminator Loss: 1.0092... Generator Loss: 1.0309 Epoch 3/5... Discriminator Loss: 1.4393... Generator Loss: 3.3251 Epoch 3/5... Discriminator Loss: 0.8295... Generator Loss: 1.7490 Epoch 3/5... Discriminator Loss: 1.0240... Generator Loss: 2.4723 Epoch 3/5... Discriminator Loss: 0.9918... Generator Loss: 1.1349 Epoch 3/5... Discriminator Loss: 0.7916... Generator Loss: 2.0041 Epoch 3/5... Discriminator Loss: 0.7507... Generator Loss: 1.5529
Epoch 3/5... Discriminator Loss: 0.6463... Generator Loss: 1.8684 Epoch 3/5... Discriminator Loss: 0.8844... Generator Loss: 1.1341 Epoch 3/5... Discriminator Loss: 0.8748... Generator Loss: 1.2631 Epoch 3/5... Discriminator Loss: 1.0478... Generator Loss: 2.7631 Epoch 3/5... Discriminator Loss: 0.7967... Generator Loss: 1.9490 Epoch 3/5... Discriminator Loss: 1.0034... Generator Loss: 1.0422 Epoch 3/5... Discriminator Loss: 0.7413... Generator Loss: 2.3059 Epoch 3/5... Discriminator Loss: 0.7946... Generator Loss: 1.2902 Epoch 3/5... Discriminator Loss: 0.8196... Generator Loss: 1.2772 Epoch 3/5... Discriminator Loss: 0.9669... Generator Loss: 1.0535
Epoch 3/5... Discriminator Loss: 0.8249... Generator Loss: 1.5874 Epoch 3/5... Discriminator Loss: 0.8421... Generator Loss: 3.0074 Epoch 3/5... Discriminator Loss: 0.6791... Generator Loss: 2.0656 Epoch 3/5... Discriminator Loss: 1.0077... Generator Loss: 1.3003 Epoch 3/5... Discriminator Loss: 0.6123... Generator Loss: 1.6591 Epoch 3/5... Discriminator Loss: 0.8539... Generator Loss: 1.8490 Epoch 3/5... Discriminator Loss: 0.8333... Generator Loss: 2.4253 Epoch 3/5... Discriminator Loss: 0.6702... Generator Loss: 1.6420 Epoch 3/5... Discriminator Loss: 1.9013... Generator Loss: 0.7206 Epoch 3/5... Discriminator Loss: 0.7573... Generator Loss: 1.6559
Epoch 3/5... Discriminator Loss: 0.7312... Generator Loss: 1.7052 Epoch 3/5... Discriminator Loss: 0.7322... Generator Loss: 1.4745 Epoch 3/5... Discriminator Loss: 1.2403... Generator Loss: 2.3869 Epoch 3/5... Discriminator Loss: 0.8243... Generator Loss: 1.1133 Epoch 3/5... Discriminator Loss: 0.6805... Generator Loss: 1.5462 Epoch 3/5... Discriminator Loss: 0.6692... Generator Loss: 2.3948 Epoch 3/5... Discriminator Loss: 0.7378... Generator Loss: 1.8837 Epoch 3/5... Discriminator Loss: 0.9147... Generator Loss: 2.6122 Epoch 3/5... Discriminator Loss: 0.6994... Generator Loss: 1.7111 Epoch 3/5... Discriminator Loss: 0.8766... Generator Loss: 1.5425
Epoch 3/5... Discriminator Loss: 0.8145... Generator Loss: 1.5621 Epoch 3/5... Discriminator Loss: 0.8075... Generator Loss: 2.3311 Epoch 3/5... Discriminator Loss: 0.7207... Generator Loss: 2.1549 Epoch 3/5... Discriminator Loss: 1.3503... Generator Loss: 0.5549 Epoch 3/5... Discriminator Loss: 0.8543... Generator Loss: 1.9068 Epoch 3/5... Discriminator Loss: 0.7959... Generator Loss: 1.9988 Epoch 3/5... Discriminator Loss: 0.6733... Generator Loss: 1.9779 Epoch 3/5... Discriminator Loss: 0.7907... Generator Loss: 1.7453 Epoch 3/5... Discriminator Loss: 0.7028... Generator Loss: 1.5083 Epoch 3/5... Discriminator Loss: 0.6496... Generator Loss: 1.6503
Epoch 3/5... Discriminator Loss: 0.7559... Generator Loss: 2.2183 Epoch 3/5... Discriminator Loss: 0.9279... Generator Loss: 2.5093 Epoch 3/5... Discriminator Loss: 0.7501... Generator Loss: 1.9926 Epoch 3/5... Discriminator Loss: 0.8146... Generator Loss: 1.8556 Epoch 3/5... Discriminator Loss: 0.6429... Generator Loss: 2.0736 Epoch 3/5... Discriminator Loss: 0.8085... Generator Loss: 1.1770 Epoch 3/5... Discriminator Loss: 0.6693... Generator Loss: 1.7051 Epoch 3/5... Discriminator Loss: 0.9377... Generator Loss: 0.9595 Epoch 3/5... Discriminator Loss: 0.9501... Generator Loss: 1.2384 Epoch 3/5... Discriminator Loss: 0.7115... Generator Loss: 1.8615
Epoch 3/5... Discriminator Loss: 0.7777... Generator Loss: 1.8265 Epoch 3/5... Discriminator Loss: 0.9476... Generator Loss: 1.8080 Epoch 3/5... Discriminator Loss: 0.7415... Generator Loss: 2.2341 Epoch 3/5... Discriminator Loss: 0.8632... Generator Loss: 1.3070 Epoch 3/5... Discriminator Loss: 0.9443... Generator Loss: 1.6623 Epoch 3/5... Discriminator Loss: 0.7684... Generator Loss: 1.7776 Epoch 3/5... Discriminator Loss: 0.7344... Generator Loss: 2.0743 Epoch 3/5... Discriminator Loss: 0.8768... Generator Loss: 1.3555 Epoch 3/5... Discriminator Loss: 0.6692... Generator Loss: 2.1663 Epoch 3/5... Discriminator Loss: 1.7649... Generator Loss: 2.9558
Epoch 3/5... Discriminator Loss: 0.7207... Generator Loss: 1.5669 Epoch 3/5... Discriminator Loss: 0.8473... Generator Loss: 1.4817 Epoch 3/5... Discriminator Loss: 1.0470... Generator Loss: 1.8086 Epoch 3/5... Discriminator Loss: 0.7608... Generator Loss: 1.8024 Epoch 3/5... Discriminator Loss: 0.7108... Generator Loss: 2.2977 Epoch 3/5... Discriminator Loss: 1.4254... Generator Loss: 3.2964 Epoch 3/5... Discriminator Loss: 0.8396... Generator Loss: 1.7325 Epoch 3/5... Discriminator Loss: 0.8378... Generator Loss: 1.4064 Epoch 3/5... Discriminator Loss: 0.6626... Generator Loss: 1.2829 Epoch 3/5... Discriminator Loss: 0.8020... Generator Loss: 2.4492
Epoch 3/5... Discriminator Loss: 0.8152... Generator Loss: 1.7837 Epoch 3/5... Discriminator Loss: 0.8147... Generator Loss: 1.8170 Epoch 3/5... Discriminator Loss: 0.8425... Generator Loss: 2.0608 Epoch 3/5... Discriminator Loss: 0.7125... Generator Loss: 2.4652 Epoch 3/5... Discriminator Loss: 0.6969... Generator Loss: 2.1311 Epoch 3/5... Discriminator Loss: 0.7284... Generator Loss: 2.2252 Epoch 3/5... Discriminator Loss: 0.7293... Generator Loss: 1.6688 Epoch 3/5... Discriminator Loss: 0.8298... Generator Loss: 3.0883 Epoch 3/5... Discriminator Loss: 0.6590... Generator Loss: 1.9123 Epoch 3/5... Discriminator Loss: 0.7466... Generator Loss: 2.3397
Epoch 3/5... Discriminator Loss: 0.8568... Generator Loss: 1.5923 Epoch 3/5... Discriminator Loss: 0.8930... Generator Loss: 3.5814 Epoch 3/5... Discriminator Loss: 0.7261... Generator Loss: 1.6629 Epoch 3/5... Discriminator Loss: 0.7585... Generator Loss: 1.8175 Epoch 3/5... Discriminator Loss: 0.7150... Generator Loss: 2.1784 Epoch 3/5... Discriminator Loss: 0.7881... Generator Loss: 1.8056 Epoch 3/5... Discriminator Loss: 0.8032... Generator Loss: 1.4522 Epoch 3/5... Discriminator Loss: 0.8744... Generator Loss: 2.4016 Epoch 3/5... Discriminator Loss: 0.7662... Generator Loss: 1.5756 Epoch 3/5... Discriminator Loss: 0.6556... Generator Loss: 2.1698
Epoch 3/5... Discriminator Loss: 0.8077... Generator Loss: 2.6708 Epoch 3/5... Discriminator Loss: 0.7643... Generator Loss: 1.8125 Epoch 3/5... Discriminator Loss: 0.6949... Generator Loss: 1.9002 Epoch 3/5... Discriminator Loss: 0.7410... Generator Loss: 1.5715 Epoch 3/5... Discriminator Loss: 0.7361... Generator Loss: 2.2015 Epoch 3/5... Discriminator Loss: 0.8316... Generator Loss: 1.4218 Epoch 3/5... Discriminator Loss: 1.1864... Generator Loss: 1.0196 Epoch 3/5... Discriminator Loss: 0.7044... Generator Loss: 1.9148 Epoch 3/5... Discriminator Loss: 0.7275... Generator Loss: 1.5194 Epoch 3/5... Discriminator Loss: 0.8810... Generator Loss: 1.8233
Epoch 3/5... Discriminator Loss: 0.9921... Generator Loss: 2.5385 Epoch 3/5... Discriminator Loss: 0.7023... Generator Loss: 1.5984 Epoch 3/5... Discriminator Loss: 0.6924... Generator Loss: 2.8119 Epoch 3/5... Discriminator Loss: 0.6694... Generator Loss: 2.1450 Epoch 3/5... Discriminator Loss: 0.6900... Generator Loss: 2.2798 Epoch 3/5... Discriminator Loss: 0.7999... Generator Loss: 1.7702 Epoch 3/5... Discriminator Loss: 1.0426... Generator Loss: 2.7000 Epoch 3/5... Discriminator Loss: 0.5803... Generator Loss: 2.0223 Epoch 3/5... Discriminator Loss: 1.1840... Generator Loss: 0.9654 Epoch 3/5... Discriminator Loss: 0.6167... Generator Loss: 2.4353
Epoch 3/5... Discriminator Loss: 0.7987... Generator Loss: 2.0995 Epoch 3/5... Discriminator Loss: 0.7208... Generator Loss: 1.5806 Epoch 3/5... Discriminator Loss: 0.6315... Generator Loss: 2.4322 Epoch 3/5... Discriminator Loss: 0.7171... Generator Loss: 2.4450 Epoch 3/5... Discriminator Loss: 0.6826... Generator Loss: 2.6426 Epoch 3/5... Discriminator Loss: 0.8155... Generator Loss: 1.3320 Epoch 3/5... Discriminator Loss: 1.0300... Generator Loss: 0.9958 Epoch 3/5... Discriminator Loss: 0.8496... Generator Loss: 2.7628 Epoch 3/5... Discriminator Loss: 0.6203... Generator Loss: 2.3810 Epoch 3/5... Discriminator Loss: 0.5691... Generator Loss: 2.0249
Epoch 3/5... Discriminator Loss: 0.7380... Generator Loss: 1.8936 Epoch 3/5... Discriminator Loss: 0.7748... Generator Loss: 1.2160 Epoch 3/5... Discriminator Loss: 0.8220... Generator Loss: 1.7499 Epoch 3/5... Discriminator Loss: 0.8365... Generator Loss: 2.1460 Epoch 3/5... Discriminator Loss: 0.7887... Generator Loss: 2.5127 Epoch 3/5... Discriminator Loss: 0.9566... Generator Loss: 1.7459 Epoch 3/5... Discriminator Loss: 0.7680... Generator Loss: 2.1622 Epoch 3/5... Discriminator Loss: 0.6700... Generator Loss: 2.8150 Epoch 3/5... Discriminator Loss: 0.7612... Generator Loss: 1.7824 Epoch 3/5... Discriminator Loss: 0.7040... Generator Loss: 1.4973
Epoch 3/5... Discriminator Loss: 0.8179... Generator Loss: 1.9781 Epoch 3/5... Discriminator Loss: 0.6286... Generator Loss: 1.9892 Epoch 3/5... Discriminator Loss: 0.7948... Generator Loss: 2.9078 Epoch 3/5... Discriminator Loss: 0.7738... Generator Loss: 2.2601 Epoch 3/5... Discriminator Loss: 0.8867... Generator Loss: 0.8715 Epoch 3/5... Discriminator Loss: 0.7371... Generator Loss: 1.2741 Epoch 3/5... Discriminator Loss: 0.9552... Generator Loss: 1.5959 Epoch 3/5... Discriminator Loss: 0.8268... Generator Loss: 1.7760 Epoch 3/5... Discriminator Loss: 0.8957... Generator Loss: 2.2283 Epoch 3/5... Discriminator Loss: 0.7507... Generator Loss: 2.2102
Epoch 3/5... Discriminator Loss: 0.7895... Generator Loss: 2.1331 Epoch 3/5... Discriminator Loss: 0.6949... Generator Loss: 2.3192 Epoch 3/5... Discriminator Loss: 0.7020... Generator Loss: 1.7208 Epoch 3/5... Discriminator Loss: 0.6851... Generator Loss: 2.2694 Epoch 3/5... Discriminator Loss: 0.7045... Generator Loss: 2.7476 Epoch 3/5... Discriminator Loss: 0.8135... Generator Loss: 2.8225 Epoch 3/5... Discriminator Loss: 0.7418... Generator Loss: 3.5611 Epoch 3/5... Discriminator Loss: 0.6133... Generator Loss: 2.3365 Epoch 3/5... Discriminator Loss: 0.7046... Generator Loss: 1.9834 Epoch 3/5... Discriminator Loss: 0.7712... Generator Loss: 2.6803
Epoch 3/5... Discriminator Loss: 0.7197... Generator Loss: 1.6871 Epoch 3/5... Discriminator Loss: 0.7159... Generator Loss: 2.2392 Epoch 3/5... Discriminator Loss: 0.6560... Generator Loss: 1.4608 Epoch 3/5... Discriminator Loss: 0.6951... Generator Loss: 1.9369 Epoch 3/5... Discriminator Loss: 0.9088... Generator Loss: 1.7610 Epoch 3/5... Discriminator Loss: 0.6607... Generator Loss: 1.8688 Epoch 3/5... Discriminator Loss: 0.7599... Generator Loss: 1.6752 Epoch 3/5... Discriminator Loss: 0.6368... Generator Loss: 3.1184 Epoch 3/5... Discriminator Loss: 0.8147... Generator Loss: 1.5492 Epoch 3/5... Discriminator Loss: 0.8888... Generator Loss: 2.8133
Epoch 3/5... Discriminator Loss: 0.7818... Generator Loss: 2.1329 Epoch 3/5... Discriminator Loss: 0.7697... Generator Loss: 2.3315 Epoch 3/5... Discriminator Loss: 0.8398... Generator Loss: 1.7264 Epoch 3/5... Discriminator Loss: 0.8414... Generator Loss: 1.1373 Epoch 3/5... Discriminator Loss: 0.7619... Generator Loss: 2.1709 Epoch 3/5... Discriminator Loss: 0.7448... Generator Loss: 1.8681 Epoch 3/5... Discriminator Loss: 0.7147... Generator Loss: 2.8329 Epoch 3/5... Discriminator Loss: 0.6820... Generator Loss: 2.3013 Epoch 3/5... Discriminator Loss: 0.7710... Generator Loss: 2.4479 Epoch 3/5... Discriminator Loss: 0.8749... Generator Loss: 2.4042
Epoch 3/5... Discriminator Loss: 0.7001... Generator Loss: 2.0142 Epoch 3/5... Discriminator Loss: 0.6960... Generator Loss: 2.3953 Epoch 4/5... Discriminator Loss: 0.7228... Generator Loss: 2.0421 Epoch 4/5... Discriminator Loss: 0.7005... Generator Loss: 3.4506 Epoch 4/5... Discriminator Loss: 0.6524... Generator Loss: 2.8848 Epoch 4/5... Discriminator Loss: 0.8153... Generator Loss: 1.4537 Epoch 4/5... Discriminator Loss: 0.7210... Generator Loss: 1.4422 Epoch 4/5... Discriminator Loss: 0.6367... Generator Loss: 1.2734 Epoch 4/5... Discriminator Loss: 0.7985... Generator Loss: 2.5719 Epoch 4/5... Discriminator Loss: 0.6656... Generator Loss: 2.3733
Epoch 4/5... Discriminator Loss: 0.6751... Generator Loss: 2.5198 Epoch 4/5... Discriminator Loss: 0.6742... Generator Loss: 2.4064 Epoch 4/5... Discriminator Loss: 0.7631... Generator Loss: 1.7419 Epoch 4/5... Discriminator Loss: 1.0571... Generator Loss: 1.4232 Epoch 4/5... Discriminator Loss: 0.9316... Generator Loss: 1.1828 Epoch 4/5... Discriminator Loss: 0.6823... Generator Loss: 1.9806 Epoch 4/5... Discriminator Loss: 0.6386... Generator Loss: 2.2545 Epoch 4/5... Discriminator Loss: 0.7387... Generator Loss: 1.8321 Epoch 4/5... Discriminator Loss: 0.6918... Generator Loss: 2.4194 Epoch 4/5... Discriminator Loss: 0.8001... Generator Loss: 1.0169
Epoch 4/5... Discriminator Loss: 0.6359... Generator Loss: 2.4498 Epoch 4/5... Discriminator Loss: 0.7906... Generator Loss: 2.1761 Epoch 4/5... Discriminator Loss: 0.5684... Generator Loss: 2.6571 Epoch 4/5... Discriminator Loss: 0.8935... Generator Loss: 2.4590 Epoch 4/5... Discriminator Loss: 0.7572... Generator Loss: 1.9168 Epoch 4/5... Discriminator Loss: 0.7162... Generator Loss: 2.0230 Epoch 4/5... Discriminator Loss: 0.6902... Generator Loss: 1.7480 Epoch 4/5... Discriminator Loss: 0.7802... Generator Loss: 2.3982 Epoch 4/5... Discriminator Loss: 0.6438... Generator Loss: 2.8808 Epoch 4/5... Discriminator Loss: 0.5854... Generator Loss: 2.7947
Epoch 4/5... Discriminator Loss: 0.6879... Generator Loss: 2.2224 Epoch 4/5... Discriminator Loss: 0.7386... Generator Loss: 2.4222 Epoch 4/5... Discriminator Loss: 0.6257... Generator Loss: 2.5710 Epoch 4/5... Discriminator Loss: 1.0224... Generator Loss: 1.3899 Epoch 4/5... Discriminator Loss: 0.5790... Generator Loss: 2.9905 Epoch 4/5... Discriminator Loss: 0.6458... Generator Loss: 2.1812 Epoch 4/5... Discriminator Loss: 0.5409... Generator Loss: 2.5869 Epoch 4/5... Discriminator Loss: 0.7128... Generator Loss: 2.2257 Epoch 4/5... Discriminator Loss: 0.5925... Generator Loss: 2.2981 Epoch 4/5... Discriminator Loss: 0.6691... Generator Loss: 1.9527
Epoch 4/5... Discriminator Loss: 0.7749... Generator Loss: 2.4562 Epoch 4/5... Discriminator Loss: 0.6610... Generator Loss: 1.5457 Epoch 4/5... Discriminator Loss: 0.8381... Generator Loss: 2.3999 Epoch 4/5... Discriminator Loss: 1.2822... Generator Loss: 0.7696 Epoch 4/5... Discriminator Loss: 0.6506... Generator Loss: 1.4590 Epoch 4/5... Discriminator Loss: 0.7173... Generator Loss: 2.0475 Epoch 4/5... Discriminator Loss: 1.0884... Generator Loss: 1.0771 Epoch 4/5... Discriminator Loss: 0.6867... Generator Loss: 2.5960 Epoch 4/5... Discriminator Loss: 0.6804... Generator Loss: 2.1377 Epoch 4/5... Discriminator Loss: 0.7334... Generator Loss: 2.3687
Epoch 4/5... Discriminator Loss: 0.7813... Generator Loss: 1.9958 Epoch 4/5... Discriminator Loss: 0.6053... Generator Loss: 1.6463 Epoch 4/5... Discriminator Loss: 0.9793... Generator Loss: 1.2382 Epoch 4/5... Discriminator Loss: 0.8022... Generator Loss: 1.2995 Epoch 4/5... Discriminator Loss: 0.6218... Generator Loss: 2.2522 Epoch 4/5... Discriminator Loss: 0.8099... Generator Loss: 1.6454 Epoch 4/5... Discriminator Loss: 0.8601... Generator Loss: 1.8372 Epoch 4/5... Discriminator Loss: 0.7372... Generator Loss: 1.6717 Epoch 4/5... Discriminator Loss: 0.6500... Generator Loss: 1.3455 Epoch 4/5... Discriminator Loss: 0.6833... Generator Loss: 2.6485
Epoch 4/5... Discriminator Loss: 0.6947... Generator Loss: 2.3508 Epoch 4/5... Discriminator Loss: 0.7286... Generator Loss: 1.9855 Epoch 4/5... Discriminator Loss: 0.7231... Generator Loss: 2.1982 Epoch 4/5... Discriminator Loss: 0.7864... Generator Loss: 2.7162 Epoch 4/5... Discriminator Loss: 1.0071... Generator Loss: 3.4437 Epoch 4/5... Discriminator Loss: 0.6969... Generator Loss: 1.9604 Epoch 4/5... Discriminator Loss: 0.6019... Generator Loss: 2.1348 Epoch 4/5... Discriminator Loss: 0.7528... Generator Loss: 2.2677 Epoch 4/5... Discriminator Loss: 0.6115... Generator Loss: 2.2423 Epoch 4/5... Discriminator Loss: 0.7670... Generator Loss: 1.5067
Epoch 4/5... Discriminator Loss: 0.7244... Generator Loss: 1.7603 Epoch 4/5... Discriminator Loss: 0.6388... Generator Loss: 2.1649 Epoch 4/5... Discriminator Loss: 0.7065... Generator Loss: 2.6881 Epoch 4/5... Discriminator Loss: 0.6847... Generator Loss: 2.9786 Epoch 4/5... Discriminator Loss: 0.8353... Generator Loss: 1.5264 Epoch 4/5... Discriminator Loss: 0.8439... Generator Loss: 2.5361 Epoch 4/5... Discriminator Loss: 0.8059... Generator Loss: 2.4788 Epoch 4/5... Discriminator Loss: 0.7062... Generator Loss: 2.3950 Epoch 4/5... Discriminator Loss: 0.8499... Generator Loss: 2.0036 Epoch 4/5... Discriminator Loss: 0.7296... Generator Loss: 2.5100
Epoch 4/5... Discriminator Loss: 0.7119... Generator Loss: 2.2534 Epoch 4/5... Discriminator Loss: 0.6292... Generator Loss: 2.2340 Epoch 4/5... Discriminator Loss: 0.7515... Generator Loss: 2.3639 Epoch 4/5... Discriminator Loss: 0.6003... Generator Loss: 2.5380 Epoch 4/5... Discriminator Loss: 0.7052... Generator Loss: 2.1416 Epoch 4/5... Discriminator Loss: 0.8296... Generator Loss: 2.5728 Epoch 4/5... Discriminator Loss: 0.6507... Generator Loss: 1.6172 Epoch 4/5... Discriminator Loss: 0.6559... Generator Loss: 1.6815 Epoch 4/5... Discriminator Loss: 0.5494... Generator Loss: 1.9050 Epoch 4/5... Discriminator Loss: 0.6970... Generator Loss: 2.4154
Epoch 4/5... Discriminator Loss: 0.8858... Generator Loss: 3.2273 Epoch 4/5... Discriminator Loss: 1.1964... Generator Loss: 1.4792 Epoch 4/5... Discriminator Loss: 1.0018... Generator Loss: 3.0681 Epoch 4/5... Discriminator Loss: 0.6783... Generator Loss: 3.7278 Epoch 4/5... Discriminator Loss: 0.7276... Generator Loss: 2.7115 Epoch 4/5... Discriminator Loss: 0.9828... Generator Loss: 1.9677 Epoch 4/5... Discriminator Loss: 0.8786... Generator Loss: 1.7840 Epoch 4/5... Discriminator Loss: 0.7652... Generator Loss: 1.1244 Epoch 4/5... Discriminator Loss: 0.6521... Generator Loss: 1.5046 Epoch 4/5... Discriminator Loss: 0.8722... Generator Loss: 1.3946
Epoch 4/5... Discriminator Loss: 0.7518... Generator Loss: 2.7129 Epoch 4/5... Discriminator Loss: 0.7669... Generator Loss: 1.1093 Epoch 4/5... Discriminator Loss: 0.5579... Generator Loss: 3.2918 Epoch 4/5... Discriminator Loss: 0.9187... Generator Loss: 1.0943 Epoch 4/5... Discriminator Loss: 0.6141... Generator Loss: 3.2354 Epoch 4/5... Discriminator Loss: 0.9665... Generator Loss: 2.0811 Epoch 4/5... Discriminator Loss: 0.6670... Generator Loss: 2.1235 Epoch 4/5... Discriminator Loss: 0.7023... Generator Loss: 2.3764 Epoch 4/5... Discriminator Loss: 0.8486... Generator Loss: 2.0572 Epoch 4/5... Discriminator Loss: 0.7200... Generator Loss: 2.1596
Epoch 4/5... Discriminator Loss: 0.6612... Generator Loss: 2.4163 Epoch 4/5... Discriminator Loss: 0.8623... Generator Loss: 3.7492 Epoch 4/5... Discriminator Loss: 0.9454... Generator Loss: 2.4908 Epoch 4/5... Discriminator Loss: 0.7058... Generator Loss: 2.1186 Epoch 4/5... Discriminator Loss: 0.8511... Generator Loss: 1.6852 Epoch 4/5... Discriminator Loss: 0.6362... Generator Loss: 2.7858 Epoch 4/5... Discriminator Loss: 0.6280... Generator Loss: 2.3071 Epoch 4/5... Discriminator Loss: 0.6399... Generator Loss: 2.2252 Epoch 4/5... Discriminator Loss: 0.6674... Generator Loss: 2.5058 Epoch 4/5... Discriminator Loss: 0.6584... Generator Loss: 1.9696
Epoch 4/5... Discriminator Loss: 0.6935... Generator Loss: 1.7662 Epoch 4/5... Discriminator Loss: 0.6044... Generator Loss: 2.3102 Epoch 4/5... Discriminator Loss: 0.7431... Generator Loss: 1.3865 Epoch 4/5... Discriminator Loss: 0.6816... Generator Loss: 2.6601 Epoch 4/5... Discriminator Loss: 0.6472... Generator Loss: 2.5281 Epoch 4/5... Discriminator Loss: 0.7055... Generator Loss: 2.9669 Epoch 4/5... Discriminator Loss: 0.9823... Generator Loss: 1.3455 Epoch 4/5... Discriminator Loss: 0.7309... Generator Loss: 1.7703 Epoch 4/5... Discriminator Loss: 0.6838... Generator Loss: 2.1897 Epoch 4/5... Discriminator Loss: 0.7747... Generator Loss: 1.9574
Epoch 4/5... Discriminator Loss: 0.7102... Generator Loss: 1.9681 Epoch 4/5... Discriminator Loss: 0.7330... Generator Loss: 3.1183 Epoch 4/5... Discriminator Loss: 0.7913... Generator Loss: 1.6655 Epoch 4/5... Discriminator Loss: 0.9001... Generator Loss: 1.5651 Epoch 4/5... Discriminator Loss: 1.1009... Generator Loss: 1.7804 Epoch 4/5... Discriminator Loss: 0.8228... Generator Loss: 2.0179 Epoch 4/5... Discriminator Loss: 0.6422... Generator Loss: 2.7108 Epoch 4/5... Discriminator Loss: 0.7925... Generator Loss: 2.0242 Epoch 4/5... Discriminator Loss: 0.7973... Generator Loss: 1.6488 Epoch 4/5... Discriminator Loss: 0.5879... Generator Loss: 2.5381
Epoch 4/5... Discriminator Loss: 0.7058... Generator Loss: 2.5875 Epoch 4/5... Discriminator Loss: 0.8028... Generator Loss: 1.2684 Epoch 4/5... Discriminator Loss: 0.6728... Generator Loss: 2.2252 Epoch 4/5... Discriminator Loss: 0.6783... Generator Loss: 2.3262 Epoch 4/5... Discriminator Loss: 0.7028... Generator Loss: 1.7529 Epoch 4/5... Discriminator Loss: 0.5783... Generator Loss: 2.1537 Epoch 4/5... Discriminator Loss: 0.6611... Generator Loss: 2.2212 Epoch 4/5... Discriminator Loss: 0.7253... Generator Loss: 1.6671 Epoch 4/5... Discriminator Loss: 0.6818... Generator Loss: 1.6475 Epoch 4/5... Discriminator Loss: 0.6606... Generator Loss: 1.6782
Epoch 4/5... Discriminator Loss: 0.8587... Generator Loss: 1.0607 Epoch 4/5... Discriminator Loss: 0.7682... Generator Loss: 1.3450 Epoch 4/5... Discriminator Loss: 0.7814... Generator Loss: 1.5811 Epoch 4/5... Discriminator Loss: 0.7707... Generator Loss: 1.6931 Epoch 4/5... Discriminator Loss: 0.6764... Generator Loss: 1.7479 Epoch 4/5... Discriminator Loss: 0.7535... Generator Loss: 2.0893 Epoch 4/5... Discriminator Loss: 0.7719... Generator Loss: 2.4424 Epoch 4/5... Discriminator Loss: 0.7283... Generator Loss: 2.2371 Epoch 4/5... Discriminator Loss: 0.8131... Generator Loss: 2.4571 Epoch 4/5... Discriminator Loss: 0.9408... Generator Loss: 1.5630
Epoch 4/5... Discriminator Loss: 0.6787... Generator Loss: 1.7156 Epoch 4/5... Discriminator Loss: 0.7329... Generator Loss: 2.6319 Epoch 4/5... Discriminator Loss: 0.7674... Generator Loss: 2.3803 Epoch 4/5... Discriminator Loss: 0.6083... Generator Loss: 2.1016 Epoch 4/5... Discriminator Loss: 0.7078... Generator Loss: 2.1117 Epoch 4/5... Discriminator Loss: 0.8045... Generator Loss: 2.3826 Epoch 4/5... Discriminator Loss: 0.7749... Generator Loss: 2.0743 Epoch 4/5... Discriminator Loss: 0.6856... Generator Loss: 2.7911 Epoch 4/5... Discriminator Loss: 0.7998... Generator Loss: 1.6584 Epoch 4/5... Discriminator Loss: 0.7070... Generator Loss: 2.3310
Epoch 4/5... Discriminator Loss: 0.7132... Generator Loss: 3.3506 Epoch 4/5... Discriminator Loss: 0.6976... Generator Loss: 2.7634 Epoch 4/5... Discriminator Loss: 0.6744... Generator Loss: 3.1148 Epoch 4/5... Discriminator Loss: 2.5874... Generator Loss: 0.4800 Epoch 4/5... Discriminator Loss: 0.7236... Generator Loss: 1.8582 Epoch 4/5... Discriminator Loss: 0.5595... Generator Loss: 2.9920 Epoch 4/5... Discriminator Loss: 0.7207... Generator Loss: 2.3667 Epoch 4/5... Discriminator Loss: 0.7360... Generator Loss: 2.5233 Epoch 4/5... Discriminator Loss: 0.8131... Generator Loss: 2.7589 Epoch 4/5... Discriminator Loss: 0.7011... Generator Loss: 1.9214
Epoch 4/5... Discriminator Loss: 0.6032... Generator Loss: 2.3828 Epoch 4/5... Discriminator Loss: 0.7251... Generator Loss: 2.0367 Epoch 4/5... Discriminator Loss: 0.7435... Generator Loss: 2.8755 Epoch 4/5... Discriminator Loss: 0.6769... Generator Loss: 2.9889 Epoch 4/5... Discriminator Loss: 0.6486... Generator Loss: 2.3890 Epoch 4/5... Discriminator Loss: 0.6490... Generator Loss: 1.4742 Epoch 4/5... Discriminator Loss: 0.7739... Generator Loss: 2.4284 Epoch 4/5... Discriminator Loss: 0.5815... Generator Loss: 2.4359 Epoch 4/5... Discriminator Loss: 0.6454... Generator Loss: 2.7155 Epoch 4/5... Discriminator Loss: 0.6459... Generator Loss: 1.6265
Epoch 5/5... Discriminator Loss: 0.6730... Generator Loss: 3.0514 Epoch 5/5... Discriminator Loss: 0.6246... Generator Loss: 2.2622 Epoch 5/5... Discriminator Loss: 0.6285... Generator Loss: 1.7208 Epoch 5/5... Discriminator Loss: 0.6984... Generator Loss: 2.6635 Epoch 5/5... Discriminator Loss: 0.6603... Generator Loss: 3.2867 Epoch 5/5... Discriminator Loss: 0.7470... Generator Loss: 1.5331 Epoch 5/5... Discriminator Loss: 0.6978... Generator Loss: 2.3739 Epoch 5/5... Discriminator Loss: 0.6841... Generator Loss: 2.7493 Epoch 5/5... Discriminator Loss: 0.8132... Generator Loss: 1.1569 Epoch 5/5... Discriminator Loss: 0.6880... Generator Loss: 2.6136
Epoch 5/5... Discriminator Loss: 0.6317... Generator Loss: 2.7162 Epoch 5/5... Discriminator Loss: 0.6588... Generator Loss: 1.9510 Epoch 5/5... Discriminator Loss: 0.9034... Generator Loss: 1.3577 Epoch 5/5... Discriminator Loss: 0.6735... Generator Loss: 2.7641 Epoch 5/5... Discriminator Loss: 0.6513... Generator Loss: 2.1317 Epoch 5/5... Discriminator Loss: 0.6510... Generator Loss: 2.7964 Epoch 5/5... Discriminator Loss: 1.3804... Generator Loss: 4.2356 Epoch 5/5... Discriminator Loss: 0.8862... Generator Loss: 1.1129 Epoch 5/5... Discriminator Loss: 0.7479... Generator Loss: 1.8115 Epoch 5/5... Discriminator Loss: 0.7264... Generator Loss: 1.7697
Epoch 5/5... Discriminator Loss: 0.7482... Generator Loss: 2.2501 Epoch 5/5... Discriminator Loss: 0.5884... Generator Loss: 2.3935 Epoch 5/5... Discriminator Loss: 0.6438... Generator Loss: 2.5320 Epoch 5/5... Discriminator Loss: 0.7634... Generator Loss: 2.9610 Epoch 5/5... Discriminator Loss: 0.6620... Generator Loss: 2.9783 Epoch 5/5... Discriminator Loss: 0.6233... Generator Loss: 2.2209 Epoch 5/5... Discriminator Loss: 0.5868... Generator Loss: 3.2103 Epoch 5/5... Discriminator Loss: 0.5951... Generator Loss: 2.2780 Epoch 5/5... Discriminator Loss: 0.7095... Generator Loss: 1.8513 Epoch 5/5... Discriminator Loss: 0.5965... Generator Loss: 2.5058
Epoch 5/5... Discriminator Loss: 1.9177... Generator Loss: 0.5849 Epoch 5/5... Discriminator Loss: 0.6424... Generator Loss: 1.9232 Epoch 5/5... Discriminator Loss: 0.7305... Generator Loss: 2.5009 Epoch 5/5... Discriminator Loss: 0.8228... Generator Loss: 1.7587 Epoch 5/5... Discriminator Loss: 0.5876... Generator Loss: 2.3410 Epoch 5/5... Discriminator Loss: 0.7098... Generator Loss: 3.0560 Epoch 5/5... Discriminator Loss: 0.6817... Generator Loss: 2.7498 Epoch 5/5... Discriminator Loss: 0.7256... Generator Loss: 1.2449 Epoch 5/5... Discriminator Loss: 0.7116... Generator Loss: 3.5796 Epoch 5/5... Discriminator Loss: 0.5058... Generator Loss: 2.9877
Epoch 5/5... Discriminator Loss: 0.6879... Generator Loss: 2.3979 Epoch 5/5... Discriminator Loss: 0.6390... Generator Loss: 2.6634 Epoch 5/5... Discriminator Loss: 0.6687... Generator Loss: 2.1845 Epoch 5/5... Discriminator Loss: 0.7814... Generator Loss: 2.9876 Epoch 5/5... Discriminator Loss: 0.7762... Generator Loss: 1.9204 Epoch 5/5... Discriminator Loss: 0.5605... Generator Loss: 2.0957 Epoch 5/5... Discriminator Loss: 0.6846... Generator Loss: 2.3608 Epoch 5/5... Discriminator Loss: 0.6742... Generator Loss: 2.5278 Epoch 5/5... Discriminator Loss: 0.6423... Generator Loss: 3.3462 Epoch 5/5... Discriminator Loss: 0.6889... Generator Loss: 2.8229
Epoch 5/5... Discriminator Loss: 0.7491... Generator Loss: 2.3075 Epoch 5/5... Discriminator Loss: 0.6461... Generator Loss: 2.3964 Epoch 5/5... Discriminator Loss: 0.5858... Generator Loss: 2.8867 Epoch 5/5... Discriminator Loss: 0.6266... Generator Loss: 2.5195 Epoch 5/5... Discriminator Loss: 0.6176... Generator Loss: 2.3030 Epoch 5/5... Discriminator Loss: 0.6869... Generator Loss: 1.8386 Epoch 5/5... Discriminator Loss: 0.7200... Generator Loss: 2.4538 Epoch 5/5... Discriminator Loss: 0.7522... Generator Loss: 2.4424 Epoch 5/5... Discriminator Loss: 0.6525... Generator Loss: 1.9302 Epoch 5/5... Discriminator Loss: 0.6105... Generator Loss: 3.6721
Epoch 5/5... Discriminator Loss: 0.5229... Generator Loss: 2.4121 Epoch 5/5... Discriminator Loss: 0.7588... Generator Loss: 2.9771 Epoch 5/5... Discriminator Loss: 1.7471... Generator Loss: 0.7916 Epoch 5/5... Discriminator Loss: 0.6475... Generator Loss: 2.9476 Epoch 5/5... Discriminator Loss: 0.6652... Generator Loss: 1.5434 Epoch 5/5... Discriminator Loss: 0.8028... Generator Loss: 1.9547 Epoch 5/5... Discriminator Loss: 0.7708... Generator Loss: 3.8571 Epoch 5/5... Discriminator Loss: 0.7893... Generator Loss: 2.0393 Epoch 5/5... Discriminator Loss: 0.5686... Generator Loss: 2.4950 Epoch 5/5... Discriminator Loss: 0.6088... Generator Loss: 2.2250
Epoch 5/5... Discriminator Loss: 0.6892... Generator Loss: 2.5672 Epoch 5/5... Discriminator Loss: 0.5829... Generator Loss: 2.3672 Epoch 5/5... Discriminator Loss: 0.6256... Generator Loss: 2.9305 Epoch 5/5... Discriminator Loss: 0.7519... Generator Loss: 2.2645 Epoch 5/5... Discriminator Loss: 0.7719... Generator Loss: 3.5852 Epoch 5/5... Discriminator Loss: 0.5675... Generator Loss: 2.2840 Epoch 5/5... Discriminator Loss: 0.6887... Generator Loss: 2.9845 Epoch 5/5... Discriminator Loss: 0.7664... Generator Loss: 1.3977 Epoch 5/5... Discriminator Loss: 0.6612... Generator Loss: 2.6186 Epoch 5/5... Discriminator Loss: 0.5811... Generator Loss: 2.5816
Epoch 5/5... Discriminator Loss: 0.9174... Generator Loss: 1.5717 Epoch 5/5... Discriminator Loss: 0.6658... Generator Loss: 2.5108 Epoch 5/5... Discriminator Loss: 0.6231... Generator Loss: 2.0367 Epoch 5/5... Discriminator Loss: 0.5698... Generator Loss: 2.8025 Epoch 5/5... Discriminator Loss: 0.5406... Generator Loss: 2.5824 Epoch 5/5... Discriminator Loss: 0.7961... Generator Loss: 2.2194 Epoch 5/5... Discriminator Loss: 0.6348... Generator Loss: 3.1911 Epoch 5/5... Discriminator Loss: 0.5789... Generator Loss: 3.1102 Epoch 5/5... Discriminator Loss: 0.5761... Generator Loss: 3.0214 Epoch 5/5... Discriminator Loss: 0.6158... Generator Loss: 2.3539
Epoch 5/5... Discriminator Loss: 0.7701... Generator Loss: 1.2485 Epoch 5/5... Discriminator Loss: 0.7862... Generator Loss: 3.0681 Epoch 5/5... Discriminator Loss: 1.0874... Generator Loss: 3.0643 Epoch 5/5... Discriminator Loss: 1.0273... Generator Loss: 2.6468 Epoch 5/5... Discriminator Loss: 0.6783... Generator Loss: 2.9852 Epoch 5/5... Discriminator Loss: 0.5658... Generator Loss: 2.0984 Epoch 5/5... Discriminator Loss: 0.6286... Generator Loss: 2.1543 Epoch 5/5... Discriminator Loss: 0.8136... Generator Loss: 2.3950 Epoch 5/5... Discriminator Loss: 0.7390... Generator Loss: 1.8018 Epoch 5/5... Discriminator Loss: 0.6508... Generator Loss: 2.6709
Epoch 5/5... Discriminator Loss: 0.6357... Generator Loss: 2.7860 Epoch 5/5... Discriminator Loss: 0.6703... Generator Loss: 2.5906 Epoch 5/5... Discriminator Loss: 0.6103... Generator Loss: 2.5326 Epoch 5/5... Discriminator Loss: 0.8318... Generator Loss: 3.3468 Epoch 5/5... Discriminator Loss: 0.5845... Generator Loss: 3.3031 Epoch 5/5... Discriminator Loss: 0.6342... Generator Loss: 2.6826 Epoch 5/5... Discriminator Loss: 0.6932... Generator Loss: 2.3443 Epoch 5/5... Discriminator Loss: 1.2102... Generator Loss: 3.6216 Epoch 5/5... Discriminator Loss: 0.6014... Generator Loss: 2.5381 Epoch 5/5... Discriminator Loss: 0.9516... Generator Loss: 1.7274
Epoch 5/5... Discriminator Loss: 0.6018... Generator Loss: 2.6366 Epoch 5/5... Discriminator Loss: 0.6186... Generator Loss: 1.8363 Epoch 5/5... Discriminator Loss: 0.5773... Generator Loss: 2.2698 Epoch 5/5... Discriminator Loss: 0.6839... Generator Loss: 1.9803 Epoch 5/5... Discriminator Loss: 0.7120... Generator Loss: 2.5512 Epoch 5/5... Discriminator Loss: 0.6552... Generator Loss: 2.5871 Epoch 5/5... Discriminator Loss: 0.5287... Generator Loss: 2.4909 Epoch 5/5... Discriminator Loss: 0.7846... Generator Loss: 3.3712 Epoch 5/5... Discriminator Loss: 0.7361... Generator Loss: 2.2121 Epoch 5/5... Discriminator Loss: 0.6266... Generator Loss: 2.0256
Epoch 5/5... Discriminator Loss: 0.7905... Generator Loss: 3.3762 Epoch 5/5... Discriminator Loss: 0.6246... Generator Loss: 2.9570 Epoch 5/5... Discriminator Loss: 0.6363... Generator Loss: 2.1329 Epoch 5/5... Discriminator Loss: 0.7564... Generator Loss: 2.6084 Epoch 5/5... Discriminator Loss: 0.7615... Generator Loss: 3.7452 Epoch 5/5... Discriminator Loss: 0.8273... Generator Loss: 2.6031 Epoch 5/5... Discriminator Loss: 0.6717... Generator Loss: 3.0900 Epoch 5/5... Discriminator Loss: 0.5679... Generator Loss: 2.0491 Epoch 5/5... Discriminator Loss: 0.7478... Generator Loss: 2.9898 Epoch 5/5... Discriminator Loss: 0.6359... Generator Loss: 4.1094
Epoch 5/5... Discriminator Loss: 0.7334... Generator Loss: 1.7115 Epoch 5/5... Discriminator Loss: 0.6805... Generator Loss: 3.4205 Epoch 5/5... Discriminator Loss: 0.7504... Generator Loss: 3.1588 Epoch 5/5... Discriminator Loss: 0.6281... Generator Loss: 2.2680 Epoch 5/5... Discriminator Loss: 0.8824... Generator Loss: 3.0130 Epoch 5/5... Discriminator Loss: 0.8130... Generator Loss: 1.3562 Epoch 5/5... Discriminator Loss: 0.6923... Generator Loss: 1.7354 Epoch 5/5... Discriminator Loss: 0.6064... Generator Loss: 2.4192 Epoch 5/5... Discriminator Loss: 0.7543... Generator Loss: 2.3183 Epoch 5/5... Discriminator Loss: 0.6184... Generator Loss: 2.7224
Epoch 5/5... Discriminator Loss: 0.8597... Generator Loss: 1.7579 Epoch 5/5... Discriminator Loss: 0.7072... Generator Loss: 2.3308 Epoch 5/5... Discriminator Loss: 0.5259... Generator Loss: 3.2492 Epoch 5/5... Discriminator Loss: 0.6197... Generator Loss: 2.3318 Epoch 5/5... Discriminator Loss: 0.6774... Generator Loss: 2.0341 Epoch 5/5... Discriminator Loss: 0.7120... Generator Loss: 2.9996 Epoch 5/5... Discriminator Loss: 0.8034... Generator Loss: 2.1528 Epoch 5/5... Discriminator Loss: 0.6067... Generator Loss: 3.1913 Epoch 5/5... Discriminator Loss: 1.5101... Generator Loss: 1.1291 Epoch 5/5... Discriminator Loss: 0.6114... Generator Loss: 2.0015
Epoch 5/5... Discriminator Loss: 0.6537... Generator Loss: 2.4067 Epoch 5/5... Discriminator Loss: 0.6723... Generator Loss: 2.1112 Epoch 5/5... Discriminator Loss: 0.6717... Generator Loss: 1.6007 Epoch 5/5... Discriminator Loss: 0.6313... Generator Loss: 3.3657 Epoch 5/5... Discriminator Loss: 0.6519... Generator Loss: 2.4226 Epoch 5/5... Discriminator Loss: 0.5444... Generator Loss: 2.9330 Epoch 5/5... Discriminator Loss: 0.5862... Generator Loss: 3.5936 Epoch 5/5... Discriminator Loss: 0.5960... Generator Loss: 2.9653 Epoch 5/5... Discriminator Loss: 0.5988... Generator Loss: 3.1665 Epoch 5/5... Discriminator Loss: 0.5374... Generator Loss: 2.7370
Epoch 5/5... Discriminator Loss: 0.6683... Generator Loss: 1.7689 Epoch 5/5... Discriminator Loss: 0.6329... Generator Loss: 3.6704 Epoch 5/5... Discriminator Loss: 0.7868... Generator Loss: 1.6906 Epoch 5/5... Discriminator Loss: 0.7127... Generator Loss: 3.3503 Epoch 5/5... Discriminator Loss: 0.7136... Generator Loss: 2.7318 Epoch 5/5... Discriminator Loss: 1.1931... Generator Loss: 4.8867 Epoch 5/5... Discriminator Loss: 0.9687... Generator Loss: 3.8782 Epoch 5/5... Discriminator Loss: 0.7063... Generator Loss: 2.5446 Epoch 5/5... Discriminator Loss: 0.6165... Generator Loss: 2.5211 Epoch 5/5... Discriminator Loss: 0.8618... Generator Loss: 3.1614
Epoch 5/5... Discriminator Loss: 0.5463... Generator Loss: 3.1848 Epoch 5/5... Discriminator Loss: 0.9534... Generator Loss: 1.9661 Epoch 5/5... Discriminator Loss: 0.6682... Generator Loss: 2.8413 Epoch 5/5... Discriminator Loss: 0.7237... Generator Loss: 1.9590 Epoch 5/5... Discriminator Loss: 0.6825... Generator Loss: 1.5405 Epoch 5/5... Discriminator Loss: 0.7781... Generator Loss: 2.0625 Epoch 5/5... Discriminator Loss: 0.7578... Generator Loss: 1.9983 Epoch 5/5... Discriminator Loss: 0.8152... Generator Loss: 2.3064 Epoch 5/5... Discriminator Loss: 0.6718... Generator Loss: 1.9946 Epoch 5/5... Discriminator Loss: 0.7150... Generator Loss: 1.9944
Epoch 5/5... Discriminator Loss: 0.6075... Generator Loss: 1.4023 Epoch 5/5... Discriminator Loss: 0.6696... Generator Loss: 1.9951 Epoch 5/5... Discriminator Loss: 0.6533... Generator Loss: 2.4413 Epoch 5/5... Discriminator Loss: 0.8488... Generator Loss: 1.7410 Epoch 5/5... Discriminator Loss: 0.6681... Generator Loss: 1.3919 Epoch 5/5... Discriminator Loss: 0.7052... Generator Loss: 2.2496 Epoch 5/5... Discriminator Loss: 0.7434... Generator Loss: 2.2539
Run your GANs on CelebA. It will take around 20 minutes on the average GPU to run one epoch. You can run the whole epoch or stop when it starts to generate realistic faces.
batch_size = 32
z_dim = 100
learning_rate = 0.0002
beta1 = 0.3
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 2
celeba_dataset = helper.Dataset('celeba', glob(os.path.join(data_dir, 'img_align_celeba/*.jpg')))
with tf.Graph().as_default():
train(epochs, batch_size, z_dim, learning_rate, beta1, celeba_dataset.get_batches,
celeba_dataset.shape, celeba_dataset.image_mode)
Epoch 1/2... Discriminator Loss: 0.9472... Generator Loss: 2.1614 Epoch 1/2... Discriminator Loss: 1.9095... Generator Loss: 0.6176 Epoch 1/2... Discriminator Loss: 0.9277... Generator Loss: 2.5319 Epoch 1/2... Discriminator Loss: 1.0260... Generator Loss: 2.3705 Epoch 1/2... Discriminator Loss: 1.6402... Generator Loss: 1.2342 Epoch 1/2... Discriminator Loss: 2.1283... Generator Loss: 0.5272 Epoch 1/2... Discriminator Loss: 1.1333... Generator Loss: 4.3287 Epoch 1/2... Discriminator Loss: 1.0682... Generator Loss: 1.7071 Epoch 1/2... Discriminator Loss: 1.0132... Generator Loss: 1.7653 Epoch 1/2... Discriminator Loss: 0.9003... Generator Loss: 1.4157
Epoch 1/2... Discriminator Loss: 1.0535... Generator Loss: 1.3390 Epoch 1/2... Discriminator Loss: 1.0773... Generator Loss: 1.2080 Epoch 1/2... Discriminator Loss: 1.0267... Generator Loss: 2.5822 Epoch 1/2... Discriminator Loss: 0.7797... Generator Loss: 2.0038 Epoch 1/2... Discriminator Loss: 0.9953... Generator Loss: 2.5389 Epoch 1/2... Discriminator Loss: 1.1538... Generator Loss: 1.1471 Epoch 1/2... Discriminator Loss: 0.9660... Generator Loss: 1.1617 Epoch 1/2... Discriminator Loss: 0.8838... Generator Loss: 1.8944 Epoch 1/2... Discriminator Loss: 2.2287... Generator Loss: 0.5555 Epoch 1/2... Discriminator Loss: 0.7805... Generator Loss: 1.5942
Epoch 1/2... Discriminator Loss: 1.0569... Generator Loss: 1.5327 Epoch 1/2... Discriminator Loss: 0.7897... Generator Loss: 1.9522 Epoch 1/2... Discriminator Loss: 1.4510... Generator Loss: 2.9610 Epoch 1/2... Discriminator Loss: 1.2771... Generator Loss: 0.8316 Epoch 1/2... Discriminator Loss: 0.8942... Generator Loss: 2.3350 Epoch 1/2... Discriminator Loss: 1.0723... Generator Loss: 1.2100 Epoch 1/2... Discriminator Loss: 1.1318... Generator Loss: 0.9154 Epoch 1/2... Discriminator Loss: 1.0164... Generator Loss: 2.4290 Epoch 1/2... Discriminator Loss: 1.3082... Generator Loss: 0.8083 Epoch 1/2... Discriminator Loss: 1.2279... Generator Loss: 2.4841
Epoch 1/2... Discriminator Loss: 1.5571... Generator Loss: 0.7173 Epoch 1/2... Discriminator Loss: 0.9456... Generator Loss: 1.6267 Epoch 1/2... Discriminator Loss: 1.9307... Generator Loss: 0.6246 Epoch 1/2... Discriminator Loss: 1.1614... Generator Loss: 1.8207 Epoch 1/2... Discriminator Loss: 1.2405... Generator Loss: 1.0086 Epoch 1/2... Discriminator Loss: 1.7136... Generator Loss: 2.4594 Epoch 1/2... Discriminator Loss: 1.2877... Generator Loss: 1.4629 Epoch 1/2... Discriminator Loss: 1.0784... Generator Loss: 1.3167 Epoch 1/2... Discriminator Loss: 1.0491... Generator Loss: 1.7415 Epoch 1/2... Discriminator Loss: 1.1849... Generator Loss: 0.9127
Epoch 1/2... Discriminator Loss: 1.2020... Generator Loss: 1.5474 Epoch 1/2... Discriminator Loss: 1.1388... Generator Loss: 0.9117 Epoch 1/2... Discriminator Loss: 1.0719... Generator Loss: 1.4641 Epoch 1/2... Discriminator Loss: 1.0842... Generator Loss: 1.8562 Epoch 1/2... Discriminator Loss: 1.0044... Generator Loss: 1.6554 Epoch 1/2... Discriminator Loss: 1.0642... Generator Loss: 1.7611 Epoch 1/2... Discriminator Loss: 1.2821... Generator Loss: 0.7759 Epoch 1/2... Discriminator Loss: 1.3096... Generator Loss: 0.9676 Epoch 1/2... Discriminator Loss: 1.2021... Generator Loss: 1.1383 Epoch 1/2... Discriminator Loss: 1.3438... Generator Loss: 1.3218
Epoch 1/2... Discriminator Loss: 1.7293... Generator Loss: 1.0976 Epoch 1/2... Discriminator Loss: 1.4507... Generator Loss: 0.7895 Epoch 1/2... Discriminator Loss: 1.0449... Generator Loss: 1.1355 Epoch 1/2... Discriminator Loss: 1.1427... Generator Loss: 1.1516 Epoch 1/2... Discriminator Loss: 1.4004... Generator Loss: 0.6183 Epoch 1/2... Discriminator Loss: 1.5494... Generator Loss: 0.7347 Epoch 1/2... Discriminator Loss: 0.8655... Generator Loss: 1.2973 Epoch 1/2... Discriminator Loss: 1.0703... Generator Loss: 1.2049 Epoch 1/2... Discriminator Loss: 1.4005... Generator Loss: 1.0119 Epoch 1/2... Discriminator Loss: 1.6174... Generator Loss: 1.4992
Epoch 1/2... Discriminator Loss: 1.0547... Generator Loss: 1.2576 Epoch 1/2... Discriminator Loss: 1.0442... Generator Loss: 0.9491 Epoch 1/2... Discriminator Loss: 1.0984... Generator Loss: 1.5227 Epoch 1/2... Discriminator Loss: 1.0921... Generator Loss: 1.1717 Epoch 1/2... Discriminator Loss: 1.3876... Generator Loss: 0.9504 Epoch 1/2... Discriminator Loss: 1.2184... Generator Loss: 0.8969 Epoch 1/2... Discriminator Loss: 1.1501... Generator Loss: 1.0237 Epoch 1/2... Discriminator Loss: 1.0875... Generator Loss: 1.0325 Epoch 1/2... Discriminator Loss: 1.1881... Generator Loss: 1.0680 Epoch 1/2... Discriminator Loss: 1.3398... Generator Loss: 0.9459
Epoch 1/2... Discriminator Loss: 1.6082... Generator Loss: 0.7144 Epoch 1/2... Discriminator Loss: 1.1498... Generator Loss: 1.2005 Epoch 1/2... Discriminator Loss: 1.3004... Generator Loss: 1.1448 Epoch 1/2... Discriminator Loss: 1.1800... Generator Loss: 0.8762 Epoch 1/2... Discriminator Loss: 1.3163... Generator Loss: 0.7967 Epoch 1/2... Discriminator Loss: 1.1673... Generator Loss: 1.3496 Epoch 1/2... Discriminator Loss: 1.2274... Generator Loss: 1.0668 Epoch 1/2... Discriminator Loss: 1.2672... Generator Loss: 1.0510 Epoch 1/2... Discriminator Loss: 1.2981... Generator Loss: 0.8676 Epoch 1/2... Discriminator Loss: 1.1060... Generator Loss: 1.0575
Epoch 1/2... Discriminator Loss: 1.4109... Generator Loss: 1.1348 Epoch 1/2... Discriminator Loss: 1.5436... Generator Loss: 1.8239 Epoch 1/2... Discriminator Loss: 1.0077... Generator Loss: 0.9944 Epoch 1/2... Discriminator Loss: 1.2479... Generator Loss: 1.3148 Epoch 1/2... Discriminator Loss: 1.2974... Generator Loss: 1.3898 Epoch 1/2... Discriminator Loss: 1.2983... Generator Loss: 0.8678 Epoch 1/2... Discriminator Loss: 0.9975... Generator Loss: 1.2613 Epoch 1/2... Discriminator Loss: 1.1894... Generator Loss: 1.1487 Epoch 1/2... Discriminator Loss: 1.3728... Generator Loss: 0.9612 Epoch 1/2... Discriminator Loss: 1.1452... Generator Loss: 0.9573
Epoch 1/2... Discriminator Loss: 1.2306... Generator Loss: 0.8492 Epoch 1/2... Discriminator Loss: 1.4209... Generator Loss: 0.9200 Epoch 1/2... Discriminator Loss: 1.1433... Generator Loss: 1.0686 Epoch 1/2... Discriminator Loss: 1.3993... Generator Loss: 1.0352 Epoch 1/2... Discriminator Loss: 1.3890... Generator Loss: 0.8784 Epoch 1/2... Discriminator Loss: 1.2042... Generator Loss: 0.9628 Epoch 1/2... Discriminator Loss: 1.0349... Generator Loss: 0.9408 Epoch 1/2... Discriminator Loss: 1.3272... Generator Loss: 0.7762 Epoch 1/2... Discriminator Loss: 1.3753... Generator Loss: 1.2732 Epoch 1/2... Discriminator Loss: 1.1873... Generator Loss: 0.9561
Epoch 1/2... Discriminator Loss: 1.2681... Generator Loss: 1.3292 Epoch 1/2... Discriminator Loss: 1.4111... Generator Loss: 0.7727 Epoch 1/2... Discriminator Loss: 1.4224... Generator Loss: 0.9535 Epoch 1/2... Discriminator Loss: 1.3753... Generator Loss: 0.9215 Epoch 1/2... Discriminator Loss: 1.2860... Generator Loss: 1.4037 Epoch 1/2... Discriminator Loss: 1.1874... Generator Loss: 1.1404 Epoch 1/2... Discriminator Loss: 1.3281... Generator Loss: 0.8463 Epoch 1/2... Discriminator Loss: 1.2481... Generator Loss: 0.9306 Epoch 1/2... Discriminator Loss: 1.4012... Generator Loss: 0.8150 Epoch 1/2... Discriminator Loss: 1.2820... Generator Loss: 0.9255
Epoch 1/2... Discriminator Loss: 1.2730... Generator Loss: 0.9839 Epoch 1/2... Discriminator Loss: 1.4913... Generator Loss: 0.8751 Epoch 1/2... Discriminator Loss: 1.4191... Generator Loss: 1.0476 Epoch 1/2... Discriminator Loss: 1.3466... Generator Loss: 1.0035 Epoch 1/2... Discriminator Loss: 1.2786... Generator Loss: 1.0480 Epoch 1/2... Discriminator Loss: 1.1434... Generator Loss: 1.0476 Epoch 1/2... Discriminator Loss: 1.3571... Generator Loss: 1.1134 Epoch 1/2... Discriminator Loss: 1.2075... Generator Loss: 1.1531 Epoch 1/2... Discriminator Loss: 1.3262... Generator Loss: 0.7572 Epoch 1/2... Discriminator Loss: 1.3196... Generator Loss: 1.3750
Epoch 1/2... Discriminator Loss: 1.2381... Generator Loss: 0.9110 Epoch 1/2... Discriminator Loss: 1.3251... Generator Loss: 0.9220 Epoch 1/2... Discriminator Loss: 1.4753... Generator Loss: 0.7299 Epoch 1/2... Discriminator Loss: 1.2250... Generator Loss: 1.0712 Epoch 1/2... Discriminator Loss: 1.2734... Generator Loss: 1.0812 Epoch 1/2... Discriminator Loss: 1.1684... Generator Loss: 1.4677 Epoch 1/2... Discriminator Loss: 1.3304... Generator Loss: 0.7744 Epoch 1/2... Discriminator Loss: 1.2566... Generator Loss: 0.7605 Epoch 1/2... Discriminator Loss: 1.1318... Generator Loss: 0.8971 Epoch 1/2... Discriminator Loss: 1.2405... Generator Loss: 0.9905
Epoch 1/2... Discriminator Loss: 1.3051... Generator Loss: 0.9175 Epoch 1/2... Discriminator Loss: 1.1407... Generator Loss: 0.9632 Epoch 1/2... Discriminator Loss: 1.1695... Generator Loss: 1.0684 Epoch 1/2... Discriminator Loss: 1.3083... Generator Loss: 0.8168 Epoch 1/2... Discriminator Loss: 1.1534... Generator Loss: 1.0778 Epoch 1/2... Discriminator Loss: 1.3296... Generator Loss: 0.9807 Epoch 1/2... Discriminator Loss: 1.2516... Generator Loss: 1.1114 Epoch 1/2... Discriminator Loss: 1.3051... Generator Loss: 0.6713 Epoch 1/2... Discriminator Loss: 1.1807... Generator Loss: 0.9898 Epoch 1/2... Discriminator Loss: 1.1229... Generator Loss: 1.3035
Epoch 1/2... Discriminator Loss: 1.1831... Generator Loss: 1.5387 Epoch 1/2... Discriminator Loss: 1.1940... Generator Loss: 1.2396 Epoch 1/2... Discriminator Loss: 1.2113... Generator Loss: 1.2804 Epoch 1/2... Discriminator Loss: 1.3377... Generator Loss: 1.0758 Epoch 1/2... Discriminator Loss: 1.3146... Generator Loss: 0.8391 Epoch 1/2... Discriminator Loss: 1.2784... Generator Loss: 1.1169 Epoch 1/2... Discriminator Loss: 1.4568... Generator Loss: 0.6483 Epoch 1/2... Discriminator Loss: 1.2565... Generator Loss: 0.9454 Epoch 1/2... Discriminator Loss: 1.1921... Generator Loss: 1.0398 Epoch 1/2... Discriminator Loss: 1.3178... Generator Loss: 1.0019
Epoch 1/2... Discriminator Loss: 1.1692... Generator Loss: 1.0514 Epoch 1/2... Discriminator Loss: 1.2093... Generator Loss: 1.0418 Epoch 1/2... Discriminator Loss: 1.4333... Generator Loss: 0.6772 Epoch 1/2... Discriminator Loss: 1.2248... Generator Loss: 0.9811 Epoch 1/2... Discriminator Loss: 1.5064... Generator Loss: 0.7981 Epoch 1/2... Discriminator Loss: 1.1175... Generator Loss: 0.9941 Epoch 1/2... Discriminator Loss: 1.0924... Generator Loss: 1.1981 Epoch 1/2... Discriminator Loss: 1.2808... Generator Loss: 0.6785 Epoch 1/2... Discriminator Loss: 1.2624... Generator Loss: 0.9403 Epoch 1/2... Discriminator Loss: 1.2365... Generator Loss: 1.0453
Epoch 1/2... Discriminator Loss: 1.2311... Generator Loss: 0.9323 Epoch 1/2... Discriminator Loss: 1.2808... Generator Loss: 0.9190 Epoch 1/2... Discriminator Loss: 1.1010... Generator Loss: 0.7747 Epoch 1/2... Discriminator Loss: 1.2728... Generator Loss: 0.6848 Epoch 1/2... Discriminator Loss: 1.1208... Generator Loss: 1.0732 Epoch 1/2... Discriminator Loss: 1.2362... Generator Loss: 0.9005 Epoch 1/2... Discriminator Loss: 1.0683... Generator Loss: 0.9414 Epoch 1/2... Discriminator Loss: 1.2555... Generator Loss: 1.3003 Epoch 1/2... Discriminator Loss: 1.3699... Generator Loss: 0.6815 Epoch 1/2... Discriminator Loss: 1.2335... Generator Loss: 0.8576
Epoch 1/2... Discriminator Loss: 1.2819... Generator Loss: 0.8633 Epoch 1/2... Discriminator Loss: 1.2648... Generator Loss: 0.7403 Epoch 1/2... Discriminator Loss: 1.1476... Generator Loss: 1.2748 Epoch 1/2... Discriminator Loss: 1.1773... Generator Loss: 1.0539 Epoch 1/2... Discriminator Loss: 1.2425... Generator Loss: 1.1029 Epoch 1/2... Discriminator Loss: 1.2612... Generator Loss: 0.8173 Epoch 1/2... Discriminator Loss: 1.1734... Generator Loss: 1.0014 Epoch 1/2... Discriminator Loss: 1.1906... Generator Loss: 1.1863 Epoch 1/2... Discriminator Loss: 1.3915... Generator Loss: 0.7400 Epoch 1/2... Discriminator Loss: 1.2662... Generator Loss: 1.3483
Epoch 1/2... Discriminator Loss: 1.3102... Generator Loss: 0.9354 Epoch 1/2... Discriminator Loss: 1.2288... Generator Loss: 0.7716 Epoch 1/2... Discriminator Loss: 1.2315... Generator Loss: 1.0207 Epoch 1/2... Discriminator Loss: 1.4083... Generator Loss: 0.5842 Epoch 1/2... Discriminator Loss: 1.2298... Generator Loss: 0.8772 Epoch 1/2... Discriminator Loss: 1.2378... Generator Loss: 0.8030 Epoch 1/2... Discriminator Loss: 1.1332... Generator Loss: 1.0300 Epoch 1/2... Discriminator Loss: 1.1976... Generator Loss: 1.2544 Epoch 1/2... Discriminator Loss: 1.4054... Generator Loss: 0.6541 Epoch 1/2... Discriminator Loss: 1.5876... Generator Loss: 0.6418
Epoch 1/2... Discriminator Loss: 1.3164... Generator Loss: 0.9613 Epoch 1/2... Discriminator Loss: 1.2024... Generator Loss: 0.8841 Epoch 1/2... Discriminator Loss: 1.1933... Generator Loss: 0.8801 Epoch 1/2... Discriminator Loss: 1.2443... Generator Loss: 1.0209 Epoch 1/2... Discriminator Loss: 1.1071... Generator Loss: 1.1189 Epoch 1/2... Discriminator Loss: 1.1144... Generator Loss: 1.0848 Epoch 1/2... Discriminator Loss: 1.1002... Generator Loss: 1.1454 Epoch 1/2... Discriminator Loss: 1.4218... Generator Loss: 1.1529 Epoch 1/2... Discriminator Loss: 1.1956... Generator Loss: 0.7852 Epoch 1/2... Discriminator Loss: 1.2010... Generator Loss: 1.0111
Epoch 1/2... Discriminator Loss: 1.1940... Generator Loss: 0.9765 Epoch 1/2... Discriminator Loss: 1.2539... Generator Loss: 1.0213 Epoch 1/2... Discriminator Loss: 1.1570... Generator Loss: 0.9479 Epoch 1/2... Discriminator Loss: 1.0939... Generator Loss: 1.4057 Epoch 1/2... Discriminator Loss: 1.2685... Generator Loss: 0.7430 Epoch 1/2... Discriminator Loss: 1.1494... Generator Loss: 1.0382 Epoch 1/2... Discriminator Loss: 1.1588... Generator Loss: 1.1964 Epoch 1/2... Discriminator Loss: 1.2092... Generator Loss: 1.0450 Epoch 1/2... Discriminator Loss: 1.2067... Generator Loss: 1.1036 Epoch 1/2... Discriminator Loss: 1.2311... Generator Loss: 1.1169
Epoch 1/2... Discriminator Loss: 1.1508... Generator Loss: 1.1148 Epoch 1/2... Discriminator Loss: 1.2788... Generator Loss: 0.7626 Epoch 1/2... Discriminator Loss: 1.3004... Generator Loss: 0.9571 Epoch 1/2... Discriminator Loss: 1.0765... Generator Loss: 1.1648 Epoch 1/2... Discriminator Loss: 1.2284... Generator Loss: 0.7783 Epoch 1/2... Discriminator Loss: 1.3499... Generator Loss: 1.1606 Epoch 1/2... Discriminator Loss: 1.2247... Generator Loss: 1.0976 Epoch 1/2... Discriminator Loss: 1.0888... Generator Loss: 0.9960 Epoch 1/2... Discriminator Loss: 1.2323... Generator Loss: 0.8232 Epoch 1/2... Discriminator Loss: 1.3272... Generator Loss: 1.1504
Epoch 1/2... Discriminator Loss: 1.2143... Generator Loss: 1.1945 Epoch 1/2... Discriminator Loss: 1.0830... Generator Loss: 0.8492 Epoch 1/2... Discriminator Loss: 1.2989... Generator Loss: 0.6664 Epoch 1/2... Discriminator Loss: 1.1915... Generator Loss: 0.9708 Epoch 1/2... Discriminator Loss: 1.2711... Generator Loss: 0.8789 Epoch 1/2... Discriminator Loss: 1.1811... Generator Loss: 0.9886 Epoch 1/2... Discriminator Loss: 1.3113... Generator Loss: 0.7612 Epoch 1/2... Discriminator Loss: 1.2096... Generator Loss: 1.0156 Epoch 1/2... Discriminator Loss: 1.2434... Generator Loss: 1.0798 Epoch 1/2... Discriminator Loss: 1.3199... Generator Loss: 0.8259
Epoch 1/2... Discriminator Loss: 1.1233... Generator Loss: 0.9467 Epoch 1/2... Discriminator Loss: 1.1847... Generator Loss: 1.2557 Epoch 1/2... Discriminator Loss: 1.2893... Generator Loss: 0.7892 Epoch 1/2... Discriminator Loss: 1.3862... Generator Loss: 1.0827 Epoch 1/2... Discriminator Loss: 1.2582... Generator Loss: 0.8721 Epoch 1/2... Discriminator Loss: 1.2664... Generator Loss: 0.9779 Epoch 1/2... Discriminator Loss: 1.2583... Generator Loss: 0.8736 Epoch 1/2... Discriminator Loss: 1.2140... Generator Loss: 1.1362 Epoch 1/2... Discriminator Loss: 1.1529... Generator Loss: 1.1643 Epoch 1/2... Discriminator Loss: 1.2916... Generator Loss: 0.7829
Epoch 1/2... Discriminator Loss: 1.1268... Generator Loss: 1.0886 Epoch 1/2... Discriminator Loss: 1.1826... Generator Loss: 1.0422 Epoch 1/2... Discriminator Loss: 1.1753... Generator Loss: 0.8906 Epoch 1/2... Discriminator Loss: 1.1093... Generator Loss: 0.7977 Epoch 1/2... Discriminator Loss: 1.2898... Generator Loss: 0.9366 Epoch 1/2... Discriminator Loss: 1.2058... Generator Loss: 1.0394 Epoch 1/2... Discriminator Loss: 1.4256... Generator Loss: 0.7072 Epoch 1/2... Discriminator Loss: 1.2061... Generator Loss: 0.8478 Epoch 1/2... Discriminator Loss: 1.2122... Generator Loss: 0.7684 Epoch 1/2... Discriminator Loss: 1.2107... Generator Loss: 0.9492
Epoch 1/2... Discriminator Loss: 1.1361... Generator Loss: 1.2277 Epoch 1/2... Discriminator Loss: 1.1517... Generator Loss: 1.3488 Epoch 1/2... Discriminator Loss: 1.1484... Generator Loss: 0.8909 Epoch 1/2... Discriminator Loss: 1.2095... Generator Loss: 0.9384 Epoch 1/2... Discriminator Loss: 1.2684... Generator Loss: 0.8583 Epoch 1/2... Discriminator Loss: 1.1327... Generator Loss: 1.2466 Epoch 1/2... Discriminator Loss: 1.2356... Generator Loss: 0.7346 Epoch 1/2... Discriminator Loss: 1.1025... Generator Loss: 1.1907 Epoch 1/2... Discriminator Loss: 1.0917... Generator Loss: 1.0609 Epoch 1/2... Discriminator Loss: 1.1755... Generator Loss: 1.3775
Epoch 1/2... Discriminator Loss: 1.3430... Generator Loss: 1.2370 Epoch 1/2... Discriminator Loss: 1.2831... Generator Loss: 0.7351 Epoch 1/2... Discriminator Loss: 1.0455... Generator Loss: 1.2338 Epoch 1/2... Discriminator Loss: 1.2902... Generator Loss: 0.8273 Epoch 1/2... Discriminator Loss: 1.1350... Generator Loss: 1.0234 Epoch 1/2... Discriminator Loss: 1.1031... Generator Loss: 1.1218 Epoch 1/2... Discriminator Loss: 1.3099... Generator Loss: 1.0314 Epoch 1/2... Discriminator Loss: 1.1809... Generator Loss: 0.9744 Epoch 1/2... Discriminator Loss: 1.0949... Generator Loss: 0.7250 Epoch 1/2... Discriminator Loss: 1.0865... Generator Loss: 0.9835
Epoch 1/2... Discriminator Loss: 1.2734... Generator Loss: 0.9618 Epoch 1/2... Discriminator Loss: 1.4108... Generator Loss: 0.6315 Epoch 1/2... Discriminator Loss: 1.1763... Generator Loss: 1.0949 Epoch 1/2... Discriminator Loss: 1.4563... Generator Loss: 1.2530 Epoch 1/2... Discriminator Loss: 1.1647... Generator Loss: 1.0335 Epoch 1/2... Discriminator Loss: 1.1132... Generator Loss: 1.5229 Epoch 1/2... Discriminator Loss: 1.1553... Generator Loss: 0.8987 Epoch 1/2... Discriminator Loss: 1.2712... Generator Loss: 1.0157 Epoch 1/2... Discriminator Loss: 1.1526... Generator Loss: 0.9171 Epoch 1/2... Discriminator Loss: 1.1910... Generator Loss: 1.0730
Epoch 1/2... Discriminator Loss: 1.3369... Generator Loss: 0.9961 Epoch 1/2... Discriminator Loss: 1.1437... Generator Loss: 1.3366 Epoch 1/2... Discriminator Loss: 1.2154... Generator Loss: 1.2868 Epoch 1/2... Discriminator Loss: 1.2906... Generator Loss: 0.7129 Epoch 1/2... Discriminator Loss: 1.1984... Generator Loss: 1.5050 Epoch 1/2... Discriminator Loss: 1.1834... Generator Loss: 0.8344 Epoch 1/2... Discriminator Loss: 1.0592... Generator Loss: 1.1177 Epoch 1/2... Discriminator Loss: 1.2203... Generator Loss: 0.9747 Epoch 1/2... Discriminator Loss: 1.2118... Generator Loss: 1.1524 Epoch 1/2... Discriminator Loss: 1.2655... Generator Loss: 0.6977
Epoch 1/2... Discriminator Loss: 1.1285... Generator Loss: 1.2382 Epoch 1/2... Discriminator Loss: 1.2037... Generator Loss: 1.2181 Epoch 1/2... Discriminator Loss: 1.1738... Generator Loss: 1.0960 Epoch 1/2... Discriminator Loss: 1.1390... Generator Loss: 1.2769 Epoch 1/2... Discriminator Loss: 1.3856... Generator Loss: 1.1147 Epoch 1/2... Discriminator Loss: 1.2261... Generator Loss: 1.2387 Epoch 1/2... Discriminator Loss: 1.1783... Generator Loss: 1.0477 Epoch 1/2... Discriminator Loss: 1.3456... Generator Loss: 1.0557 Epoch 1/2... Discriminator Loss: 1.2827... Generator Loss: 0.7932 Epoch 1/2... Discriminator Loss: 1.1674... Generator Loss: 1.0184
Epoch 1/2... Discriminator Loss: 1.1801... Generator Loss: 0.9570 Epoch 1/2... Discriminator Loss: 1.0619... Generator Loss: 0.8505 Epoch 1/2... Discriminator Loss: 1.2186... Generator Loss: 1.3395 Epoch 1/2... Discriminator Loss: 1.2429... Generator Loss: 1.0901 Epoch 1/2... Discriminator Loss: 1.2741... Generator Loss: 0.8664 Epoch 1/2... Discriminator Loss: 1.2081... Generator Loss: 1.1079 Epoch 1/2... Discriminator Loss: 1.1354... Generator Loss: 1.0033 Epoch 1/2... Discriminator Loss: 1.3471... Generator Loss: 1.4914 Epoch 1/2... Discriminator Loss: 1.1182... Generator Loss: 1.0364 Epoch 1/2... Discriminator Loss: 1.2125... Generator Loss: 1.1415
Epoch 1/2... Discriminator Loss: 1.1716... Generator Loss: 1.0000 Epoch 1/2... Discriminator Loss: 1.2770... Generator Loss: 1.2843 Epoch 1/2... Discriminator Loss: 1.1581... Generator Loss: 0.8838 Epoch 1/2... Discriminator Loss: 1.2521... Generator Loss: 0.7925 Epoch 1/2... Discriminator Loss: 1.1716... Generator Loss: 0.8350 Epoch 1/2... Discriminator Loss: 1.1971... Generator Loss: 0.9801 Epoch 1/2... Discriminator Loss: 1.2142... Generator Loss: 0.8060 Epoch 1/2... Discriminator Loss: 1.1161... Generator Loss: 0.7782 Epoch 1/2... Discriminator Loss: 1.0925... Generator Loss: 0.8190 Epoch 1/2... Discriminator Loss: 1.0863... Generator Loss: 0.7930
Epoch 1/2... Discriminator Loss: 1.1925... Generator Loss: 0.9629 Epoch 1/2... Discriminator Loss: 1.1309... Generator Loss: 0.9891 Epoch 1/2... Discriminator Loss: 1.2388... Generator Loss: 1.2371 Epoch 1/2... Discriminator Loss: 1.5300... Generator Loss: 1.7101 Epoch 1/2... Discriminator Loss: 1.1212... Generator Loss: 0.9075 Epoch 1/2... Discriminator Loss: 1.1617... Generator Loss: 1.0805 Epoch 1/2... Discriminator Loss: 1.3312... Generator Loss: 0.6682 Epoch 1/2... Discriminator Loss: 1.1198... Generator Loss: 1.1300 Epoch 1/2... Discriminator Loss: 1.2677... Generator Loss: 1.1296 Epoch 1/2... Discriminator Loss: 1.2786... Generator Loss: 0.8237
Epoch 1/2... Discriminator Loss: 1.1458... Generator Loss: 0.9622 Epoch 1/2... Discriminator Loss: 1.2839... Generator Loss: 0.8671 Epoch 1/2... Discriminator Loss: 1.1908... Generator Loss: 0.7699 Epoch 1/2... Discriminator Loss: 1.2051... Generator Loss: 0.8822 Epoch 1/2... Discriminator Loss: 1.0082... Generator Loss: 1.1804 Epoch 1/2... Discriminator Loss: 1.1115... Generator Loss: 1.0380 Epoch 1/2... Discriminator Loss: 1.1597... Generator Loss: 0.9120 Epoch 1/2... Discriminator Loss: 1.0956... Generator Loss: 1.1751 Epoch 1/2... Discriminator Loss: 1.1045... Generator Loss: 1.0473 Epoch 1/2... Discriminator Loss: 1.1341... Generator Loss: 1.1493
Epoch 1/2... Discriminator Loss: 1.1499... Generator Loss: 0.8368 Epoch 1/2... Discriminator Loss: 1.2661... Generator Loss: 0.6836 Epoch 1/2... Discriminator Loss: 1.1894... Generator Loss: 0.7910 Epoch 1/2... Discriminator Loss: 1.2081... Generator Loss: 0.8139 Epoch 1/2... Discriminator Loss: 1.2428... Generator Loss: 0.8702 Epoch 1/2... Discriminator Loss: 1.1906... Generator Loss: 1.0244 Epoch 1/2... Discriminator Loss: 1.2196... Generator Loss: 0.9950 Epoch 1/2... Discriminator Loss: 1.3258... Generator Loss: 1.2964 Epoch 1/2... Discriminator Loss: 1.3145... Generator Loss: 0.7100 Epoch 1/2... Discriminator Loss: 1.1177... Generator Loss: 0.8512
Epoch 1/2... Discriminator Loss: 1.3070... Generator Loss: 1.2823 Epoch 1/2... Discriminator Loss: 1.2923... Generator Loss: 1.3278 Epoch 1/2... Discriminator Loss: 1.1330... Generator Loss: 1.3601 Epoch 1/2... Discriminator Loss: 1.1846... Generator Loss: 1.0829 Epoch 1/2... Discriminator Loss: 1.1905... Generator Loss: 1.3537 Epoch 1/2... Discriminator Loss: 1.0707... Generator Loss: 0.9878 Epoch 1/2... Discriminator Loss: 1.0745... Generator Loss: 1.1999 Epoch 1/2... Discriminator Loss: 1.3099... Generator Loss: 0.7837 Epoch 1/2... Discriminator Loss: 1.2145... Generator Loss: 1.1996 Epoch 1/2... Discriminator Loss: 1.2127... Generator Loss: 0.9356
Epoch 1/2... Discriminator Loss: 1.0292... Generator Loss: 1.0688 Epoch 1/2... Discriminator Loss: 1.1699... Generator Loss: 0.9172 Epoch 1/2... Discriminator Loss: 1.1023... Generator Loss: 0.9536 Epoch 1/2... Discriminator Loss: 1.1125... Generator Loss: 0.9238 Epoch 1/2... Discriminator Loss: 1.2744... Generator Loss: 0.9803 Epoch 1/2... Discriminator Loss: 1.3404... Generator Loss: 0.8186 Epoch 1/2... Discriminator Loss: 1.1100... Generator Loss: 0.8909 Epoch 1/2... Discriminator Loss: 1.1677... Generator Loss: 1.1434 Epoch 1/2... Discriminator Loss: 1.0225... Generator Loss: 0.9531 Epoch 1/2... Discriminator Loss: 1.1481... Generator Loss: 1.0735
Epoch 1/2... Discriminator Loss: 1.1906... Generator Loss: 1.3033 Epoch 1/2... Discriminator Loss: 1.2960... Generator Loss: 0.7590 Epoch 1/2... Discriminator Loss: 1.1833... Generator Loss: 1.1276 Epoch 1/2... Discriminator Loss: 1.1318... Generator Loss: 1.1647 Epoch 1/2... Discriminator Loss: 1.0917... Generator Loss: 1.0318 Epoch 1/2... Discriminator Loss: 1.2835... Generator Loss: 0.7704 Epoch 1/2... Discriminator Loss: 1.2217... Generator Loss: 1.3122 Epoch 1/2... Discriminator Loss: 1.2392... Generator Loss: 0.8696 Epoch 1/2... Discriminator Loss: 1.0176... Generator Loss: 1.1873 Epoch 1/2... Discriminator Loss: 1.1443... Generator Loss: 1.0354
Epoch 1/2... Discriminator Loss: 1.1620... Generator Loss: 1.0288 Epoch 1/2... Discriminator Loss: 1.3250... Generator Loss: 0.9101 Epoch 1/2... Discriminator Loss: 1.1348... Generator Loss: 1.0742 Epoch 1/2... Discriminator Loss: 1.2248... Generator Loss: 0.9102 Epoch 1/2... Discriminator Loss: 1.3962... Generator Loss: 0.5836 Epoch 1/2... Discriminator Loss: 1.1618... Generator Loss: 0.9772 Epoch 1/2... Discriminator Loss: 1.2372... Generator Loss: 0.7317 Epoch 1/2... Discriminator Loss: 1.0683... Generator Loss: 1.0286 Epoch 1/2... Discriminator Loss: 1.3338... Generator Loss: 0.7584 Epoch 1/2... Discriminator Loss: 1.2023... Generator Loss: 1.1206
Epoch 1/2... Discriminator Loss: 1.1418... Generator Loss: 1.0879 Epoch 1/2... Discriminator Loss: 1.1879... Generator Loss: 0.9417 Epoch 1/2... Discriminator Loss: 1.1276... Generator Loss: 1.1472 Epoch 1/2... Discriminator Loss: 1.3783... Generator Loss: 0.7495 Epoch 1/2... Discriminator Loss: 1.0544... Generator Loss: 0.9631 Epoch 1/2... Discriminator Loss: 1.2304... Generator Loss: 0.8982 Epoch 1/2... Discriminator Loss: 1.1463... Generator Loss: 0.8612 Epoch 1/2... Discriminator Loss: 1.1001... Generator Loss: 1.1948 Epoch 1/2... Discriminator Loss: 1.2827... Generator Loss: 1.1558 Epoch 1/2... Discriminator Loss: 1.1902... Generator Loss: 1.3793
Epoch 1/2... Discriminator Loss: 1.0687... Generator Loss: 1.0309 Epoch 1/2... Discriminator Loss: 1.1158... Generator Loss: 1.0618 Epoch 1/2... Discriminator Loss: 1.2437... Generator Loss: 1.4944 Epoch 1/2... Discriminator Loss: 1.2320... Generator Loss: 0.9131 Epoch 1/2... Discriminator Loss: 1.0963... Generator Loss: 1.0360 Epoch 1/2... Discriminator Loss: 1.0623... Generator Loss: 0.8747 Epoch 1/2... Discriminator Loss: 1.4158... Generator Loss: 0.5164 Epoch 1/2... Discriminator Loss: 1.2159... Generator Loss: 0.8880 Epoch 1/2... Discriminator Loss: 1.1321... Generator Loss: 0.9886 Epoch 1/2... Discriminator Loss: 1.0950... Generator Loss: 0.9545
Epoch 1/2... Discriminator Loss: 1.2178... Generator Loss: 1.0108 Epoch 1/2... Discriminator Loss: 1.4909... Generator Loss: 0.6284 Epoch 1/2... Discriminator Loss: 1.2604... Generator Loss: 0.8385 Epoch 1/2... Discriminator Loss: 1.0148... Generator Loss: 1.5674 Epoch 1/2... Discriminator Loss: 1.1599... Generator Loss: 0.8602 Epoch 1/2... Discriminator Loss: 1.0803... Generator Loss: 1.0488 Epoch 1/2... Discriminator Loss: 1.1452... Generator Loss: 1.4400 Epoch 1/2... Discriminator Loss: 1.1330... Generator Loss: 1.3907 Epoch 1/2... Discriminator Loss: 1.0721... Generator Loss: 0.9243 Epoch 1/2... Discriminator Loss: 1.1786... Generator Loss: 0.8737
Epoch 1/2... Discriminator Loss: 1.1856... Generator Loss: 1.2638 Epoch 1/2... Discriminator Loss: 1.0513... Generator Loss: 1.0841 Epoch 1/2... Discriminator Loss: 1.1696... Generator Loss: 1.0312 Epoch 1/2... Discriminator Loss: 1.0816... Generator Loss: 1.1228 Epoch 1/2... Discriminator Loss: 1.2243... Generator Loss: 1.0521 Epoch 1/2... Discriminator Loss: 1.1983... Generator Loss: 0.8120 Epoch 1/2... Discriminator Loss: 1.1148... Generator Loss: 1.0287 Epoch 1/2... Discriminator Loss: 1.3829... Generator Loss: 1.3607 Epoch 1/2... Discriminator Loss: 1.1945... Generator Loss: 0.9029 Epoch 1/2... Discriminator Loss: 0.9763... Generator Loss: 1.2858
Epoch 1/2... Discriminator Loss: 1.0642... Generator Loss: 1.3245 Epoch 1/2... Discriminator Loss: 1.0822... Generator Loss: 1.0394 Epoch 1/2... Discriminator Loss: 1.0209... Generator Loss: 0.8843 Epoch 1/2... Discriminator Loss: 1.3007... Generator Loss: 1.2567 Epoch 1/2... Discriminator Loss: 1.1029... Generator Loss: 1.0720 Epoch 1/2... Discriminator Loss: 1.2787... Generator Loss: 0.7534 Epoch 1/2... Discriminator Loss: 1.1745... Generator Loss: 1.2386 Epoch 1/2... Discriminator Loss: 1.0598... Generator Loss: 1.3501 Epoch 1/2... Discriminator Loss: 1.0598... Generator Loss: 0.9485 Epoch 1/2... Discriminator Loss: 1.0616... Generator Loss: 1.5126
Epoch 1/2... Discriminator Loss: 1.0700... Generator Loss: 0.8314 Epoch 1/2... Discriminator Loss: 1.1178... Generator Loss: 0.9268 Epoch 1/2... Discriminator Loss: 1.0001... Generator Loss: 1.1849 Epoch 1/2... Discriminator Loss: 1.2163... Generator Loss: 0.7822 Epoch 1/2... Discriminator Loss: 1.2608... Generator Loss: 1.0807 Epoch 1/2... Discriminator Loss: 1.1496... Generator Loss: 0.8110 Epoch 1/2... Discriminator Loss: 1.1351... Generator Loss: 1.0191 Epoch 1/2... Discriminator Loss: 1.1285... Generator Loss: 0.9384 Epoch 1/2... Discriminator Loss: 1.1968... Generator Loss: 0.7217 Epoch 1/2... Discriminator Loss: 1.0934... Generator Loss: 1.1646
Epoch 1/2... Discriminator Loss: 1.1543... Generator Loss: 0.7775 Epoch 1/2... Discriminator Loss: 1.1160... Generator Loss: 0.8688 Epoch 1/2... Discriminator Loss: 1.0709... Generator Loss: 0.8841 Epoch 1/2... Discriminator Loss: 1.0913... Generator Loss: 0.9917 Epoch 1/2... Discriminator Loss: 1.2127... Generator Loss: 0.7504 Epoch 1/2... Discriminator Loss: 1.2875... Generator Loss: 0.7618 Epoch 1/2... Discriminator Loss: 1.1110... Generator Loss: 1.1665 Epoch 1/2... Discriminator Loss: 1.1202... Generator Loss: 1.3076 Epoch 1/2... Discriminator Loss: 1.0826... Generator Loss: 0.9327 Epoch 1/2... Discriminator Loss: 0.9853... Generator Loss: 1.2650
Epoch 1/2... Discriminator Loss: 1.6118... Generator Loss: 0.5302 Epoch 1/2... Discriminator Loss: 1.2421... Generator Loss: 0.9721 Epoch 1/2... Discriminator Loss: 1.2071... Generator Loss: 0.8107 Epoch 1/2... Discriminator Loss: 1.0931... Generator Loss: 0.8730 Epoch 1/2... Discriminator Loss: 1.0742... Generator Loss: 1.0839 Epoch 1/2... Discriminator Loss: 1.2664... Generator Loss: 0.8762 Epoch 1/2... Discriminator Loss: 1.1492... Generator Loss: 1.0389 Epoch 1/2... Discriminator Loss: 1.0436... Generator Loss: 1.2068 Epoch 1/2... Discriminator Loss: 1.1714... Generator Loss: 1.1435 Epoch 1/2... Discriminator Loss: 1.2282... Generator Loss: 1.1342
Epoch 1/2... Discriminator Loss: 1.0179... Generator Loss: 1.1793 Epoch 1/2... Discriminator Loss: 1.2775... Generator Loss: 1.1170 Epoch 1/2... Discriminator Loss: 1.3949... Generator Loss: 0.8670 Epoch 1/2... Discriminator Loss: 1.2189... Generator Loss: 1.1296 Epoch 1/2... Discriminator Loss: 1.2381... Generator Loss: 1.6212 Epoch 1/2... Discriminator Loss: 1.0984... Generator Loss: 0.9383 Epoch 1/2... Discriminator Loss: 1.0841... Generator Loss: 0.9609 Epoch 1/2... Discriminator Loss: 1.0587... Generator Loss: 0.9236 Epoch 1/2... Discriminator Loss: 1.0928... Generator Loss: 1.2233 Epoch 1/2... Discriminator Loss: 1.2058... Generator Loss: 0.8035
Epoch 1/2... Discriminator Loss: 1.2050... Generator Loss: 0.9436 Epoch 1/2... Discriminator Loss: 1.2006... Generator Loss: 1.1102 Epoch 1/2... Discriminator Loss: 1.3787... Generator Loss: 0.7564 Epoch 1/2... Discriminator Loss: 1.1856... Generator Loss: 0.9758 Epoch 1/2... Discriminator Loss: 1.2829... Generator Loss: 0.7209 Epoch 1/2... Discriminator Loss: 1.1497... Generator Loss: 1.3675 Epoch 1/2... Discriminator Loss: 1.2110... Generator Loss: 1.5058 Epoch 1/2... Discriminator Loss: 1.2546... Generator Loss: 1.1868 Epoch 1/2... Discriminator Loss: 1.0483... Generator Loss: 0.9891 Epoch 1/2... Discriminator Loss: 1.2065... Generator Loss: 0.7769
Epoch 1/2... Discriminator Loss: 1.1267... Generator Loss: 1.0212 Epoch 1/2... Discriminator Loss: 1.1080... Generator Loss: 0.8510 Epoch 1/2... Discriminator Loss: 1.0514... Generator Loss: 1.1289 Epoch 1/2... Discriminator Loss: 1.1607... Generator Loss: 0.9795 Epoch 1/2... Discriminator Loss: 1.2118... Generator Loss: 1.3104 Epoch 1/2... Discriminator Loss: 1.1596... Generator Loss: 1.4920 Epoch 1/2... Discriminator Loss: 1.1562... Generator Loss: 0.9779 Epoch 1/2... Discriminator Loss: 1.1809... Generator Loss: 1.1391 Epoch 1/2... Discriminator Loss: 1.2541... Generator Loss: 1.2636 Epoch 1/2... Discriminator Loss: 1.1113... Generator Loss: 1.2366
Epoch 1/2... Discriminator Loss: 1.3108... Generator Loss: 0.7217 Epoch 1/2... Discriminator Loss: 1.0564... Generator Loss: 1.2200 Epoch 1/2... Discriminator Loss: 1.1352... Generator Loss: 1.4085 Epoch 1/2... Discriminator Loss: 1.0676... Generator Loss: 1.0616 Epoch 1/2... Discriminator Loss: 1.0688... Generator Loss: 0.9160 Epoch 1/2... Discriminator Loss: 1.1854... Generator Loss: 1.0402 Epoch 1/2... Discriminator Loss: 1.2651... Generator Loss: 0.7318 Epoch 1/2... Discriminator Loss: 1.0888... Generator Loss: 1.5137 Epoch 1/2... Discriminator Loss: 1.0228... Generator Loss: 1.1036 Epoch 1/2... Discriminator Loss: 1.0191... Generator Loss: 1.1070
Epoch 1/2... Discriminator Loss: 1.0753... Generator Loss: 0.9733 Epoch 1/2... Discriminator Loss: 1.1309... Generator Loss: 1.3399 Epoch 1/2... Discriminator Loss: 1.2384... Generator Loss: 0.7159 Epoch 1/2... Discriminator Loss: 0.9944... Generator Loss: 1.1140 Epoch 1/2... Discriminator Loss: 1.0509... Generator Loss: 1.1469 Epoch 1/2... Discriminator Loss: 1.0063... Generator Loss: 0.7134 Epoch 1/2... Discriminator Loss: 1.0425... Generator Loss: 1.2635 Epoch 1/2... Discriminator Loss: 1.0424... Generator Loss: 1.1425 Epoch 1/2... Discriminator Loss: 1.1824... Generator Loss: 1.1738 Epoch 1/2... Discriminator Loss: 1.6766... Generator Loss: 0.6845
Epoch 1/2... Discriminator Loss: 1.0877... Generator Loss: 0.7810 Epoch 1/2... Discriminator Loss: 1.2433... Generator Loss: 1.4854 Epoch 1/2... Discriminator Loss: 1.1628... Generator Loss: 0.7839 Epoch 1/2... Discriminator Loss: 1.2289... Generator Loss: 0.8363 Epoch 1/2... Discriminator Loss: 0.9024... Generator Loss: 1.0880 Epoch 1/2... Discriminator Loss: 1.2680... Generator Loss: 1.6537 Epoch 1/2... Discriminator Loss: 1.2458... Generator Loss: 0.6020 Epoch 1/2... Discriminator Loss: 1.0546... Generator Loss: 1.3316 Epoch 1/2... Discriminator Loss: 1.1264... Generator Loss: 1.1487 Epoch 1/2... Discriminator Loss: 1.0797... Generator Loss: 1.1770
Epoch 1/2... Discriminator Loss: 1.1545... Generator Loss: 0.9993 Epoch 1/2... Discriminator Loss: 1.1605... Generator Loss: 1.6676 Epoch 1/2... Discriminator Loss: 1.1000... Generator Loss: 1.1169 Epoch 1/2... Discriminator Loss: 0.9410... Generator Loss: 1.4965 Epoch 1/2... Discriminator Loss: 1.1058... Generator Loss: 0.9026 Epoch 1/2... Discriminator Loss: 1.0883... Generator Loss: 1.2608 Epoch 1/2... Discriminator Loss: 1.1045... Generator Loss: 1.0153 Epoch 1/2... Discriminator Loss: 0.9669... Generator Loss: 1.3700 Epoch 1/2... Discriminator Loss: 1.0437... Generator Loss: 1.1605 Epoch 1/2... Discriminator Loss: 1.0613... Generator Loss: 1.4546
Epoch 1/2... Discriminator Loss: 1.2595... Generator Loss: 1.5799 Epoch 1/2... Discriminator Loss: 1.1511... Generator Loss: 1.1630 Epoch 1/2... Discriminator Loss: 1.3216... Generator Loss: 0.9021 Epoch 1/2... Discriminator Loss: 1.4903... Generator Loss: 0.5280 Epoch 1/2... Discriminator Loss: 0.9479... Generator Loss: 1.0542 Epoch 1/2... Discriminator Loss: 1.1465... Generator Loss: 1.1882 Epoch 1/2... Discriminator Loss: 1.1203... Generator Loss: 0.8703 Epoch 1/2... Discriminator Loss: 1.0714... Generator Loss: 1.0344 Epoch 1/2... Discriminator Loss: 1.2917... Generator Loss: 1.8255 Epoch 1/2... Discriminator Loss: 1.0916... Generator Loss: 1.2160
Epoch 1/2... Discriminator Loss: 1.0821... Generator Loss: 1.1004 Epoch 1/2... Discriminator Loss: 1.0941... Generator Loss: 1.4362 Epoch 1/2... Discriminator Loss: 1.1981... Generator Loss: 1.0571 Epoch 1/2... Discriminator Loss: 1.2933... Generator Loss: 0.8088 Epoch 1/2... Discriminator Loss: 1.0226... Generator Loss: 1.3587 Epoch 1/2... Discriminator Loss: 0.9531... Generator Loss: 1.2054 Epoch 1/2... Discriminator Loss: 1.1674... Generator Loss: 0.7989 Epoch 1/2... Discriminator Loss: 0.8678... Generator Loss: 1.1740 Epoch 1/2... Discriminator Loss: 1.2195... Generator Loss: 0.8796 Epoch 1/2... Discriminator Loss: 0.9911... Generator Loss: 1.1349
Epoch 1/2... Discriminator Loss: 0.9953... Generator Loss: 1.1260 Epoch 1/2... Discriminator Loss: 1.0051... Generator Loss: 0.9099 Epoch 1/2... Discriminator Loss: 0.9674... Generator Loss: 0.9471 Epoch 1/2... Discriminator Loss: 1.2720... Generator Loss: 0.6818 Epoch 1/2... Discriminator Loss: 1.1378... Generator Loss: 1.2517 Epoch 1/2... Discriminator Loss: 1.0244... Generator Loss: 1.2307 Epoch 1/2... Discriminator Loss: 0.9118... Generator Loss: 0.9438 Epoch 1/2... Discriminator Loss: 1.0956... Generator Loss: 1.5446 Epoch 1/2... Discriminator Loss: 1.1244... Generator Loss: 0.9504 Epoch 1/2... Discriminator Loss: 1.0280... Generator Loss: 1.1467
Epoch 1/2... Discriminator Loss: 1.0319... Generator Loss: 0.9377 Epoch 1/2... Discriminator Loss: 1.1177... Generator Loss: 1.0405 Epoch 1/2... Discriminator Loss: 1.1214... Generator Loss: 1.3311 Epoch 1/2... Discriminator Loss: 1.0478... Generator Loss: 1.1427 Epoch 1/2... Discriminator Loss: 0.9832... Generator Loss: 1.4498 Epoch 1/2... Discriminator Loss: 1.1633... Generator Loss: 1.4944 Epoch 1/2... Discriminator Loss: 1.0462... Generator Loss: 1.3331 Epoch 1/2... Discriminator Loss: 0.9864... Generator Loss: 1.3412 Epoch 1/2... Discriminator Loss: 1.2204... Generator Loss: 0.7470 Epoch 1/2... Discriminator Loss: 1.1940... Generator Loss: 1.0420
Epoch 1/2... Discriminator Loss: 1.1883... Generator Loss: 0.7575 Epoch 1/2... Discriminator Loss: 1.1012... Generator Loss: 1.1359 Epoch 1/2... Discriminator Loss: 1.2027... Generator Loss: 0.9267 Epoch 1/2... Discriminator Loss: 1.0766... Generator Loss: 0.7095 Epoch 1/2... Discriminator Loss: 1.2518... Generator Loss: 1.0289 Epoch 1/2... Discriminator Loss: 0.9934... Generator Loss: 1.1261 Epoch 1/2... Discriminator Loss: 1.2413... Generator Loss: 1.3320 Epoch 1/2... Discriminator Loss: 1.0371... Generator Loss: 1.4731 Epoch 1/2... Discriminator Loss: 1.0783... Generator Loss: 1.1035 Epoch 1/2... Discriminator Loss: 1.0132... Generator Loss: 1.0031
Epoch 1/2... Discriminator Loss: 1.1695... Generator Loss: 0.8997 Epoch 1/2... Discriminator Loss: 1.0982... Generator Loss: 1.1818 Epoch 1/2... Discriminator Loss: 1.0024... Generator Loss: 1.1966 Epoch 1/2... Discriminator Loss: 1.0700... Generator Loss: 1.3917 Epoch 1/2... Discriminator Loss: 0.9749... Generator Loss: 1.3890 Epoch 1/2... Discriminator Loss: 1.1592... Generator Loss: 0.8164 Epoch 1/2... Discriminator Loss: 0.9823... Generator Loss: 1.7513 Epoch 1/2... Discriminator Loss: 1.0972... Generator Loss: 1.4128 Epoch 1/2... Discriminator Loss: 0.9673... Generator Loss: 1.2347 Epoch 1/2... Discriminator Loss: 1.1423... Generator Loss: 1.1208
Epoch 1/2... Discriminator Loss: 1.0985... Generator Loss: 0.9811 Epoch 1/2... Discriminator Loss: 1.0348... Generator Loss: 1.2461 Epoch 1/2... Discriminator Loss: 1.1913... Generator Loss: 0.8512 Epoch 1/2... Discriminator Loss: 1.0273... Generator Loss: 1.3731 Epoch 1/2... Discriminator Loss: 1.0290... Generator Loss: 1.1326 Epoch 1/2... Discriminator Loss: 1.1828... Generator Loss: 1.3792 Epoch 1/2... Discriminator Loss: 1.0456... Generator Loss: 1.7209 Epoch 1/2... Discriminator Loss: 1.1007... Generator Loss: 1.4061 Epoch 1/2... Discriminator Loss: 0.9192... Generator Loss: 1.3459 Epoch 1/2... Discriminator Loss: 0.9648... Generator Loss: 1.2281
Epoch 1/2... Discriminator Loss: 0.8588... Generator Loss: 1.1750 Epoch 1/2... Discriminator Loss: 1.1125... Generator Loss: 1.1350 Epoch 1/2... Discriminator Loss: 0.9789... Generator Loss: 1.1754 Epoch 1/2... Discriminator Loss: 1.1144... Generator Loss: 1.2530 Epoch 1/2... Discriminator Loss: 1.2160... Generator Loss: 0.8595 Epoch 1/2... Discriminator Loss: 1.3323... Generator Loss: 1.5620 Epoch 1/2... Discriminator Loss: 1.1867... Generator Loss: 0.8230 Epoch 1/2... Discriminator Loss: 1.0601... Generator Loss: 1.0959 Epoch 1/2... Discriminator Loss: 0.9705... Generator Loss: 1.3376 Epoch 1/2... Discriminator Loss: 1.1036... Generator Loss: 1.2437
Epoch 1/2... Discriminator Loss: 1.1821... Generator Loss: 1.3702 Epoch 1/2... Discriminator Loss: 1.1016... Generator Loss: 1.0292 Epoch 1/2... Discriminator Loss: 1.1672... Generator Loss: 1.6734 Epoch 1/2... Discriminator Loss: 1.1099... Generator Loss: 1.4804 Epoch 1/2... Discriminator Loss: 0.8907... Generator Loss: 1.8555 Epoch 1/2... Discriminator Loss: 1.0264... Generator Loss: 1.4167 Epoch 1/2... Discriminator Loss: 1.1936... Generator Loss: 1.3669 Epoch 1/2... Discriminator Loss: 0.9276... Generator Loss: 1.4038 Epoch 1/2... Discriminator Loss: 0.9927... Generator Loss: 0.9956 Epoch 1/2... Discriminator Loss: 1.0661... Generator Loss: 1.1763
Epoch 1/2... Discriminator Loss: 1.1277... Generator Loss: 1.4317 Epoch 1/2... Discriminator Loss: 0.9671... Generator Loss: 1.0582 Epoch 1/2... Discriminator Loss: 0.9138... Generator Loss: 1.1972 Epoch 2/2... Discriminator Loss: 1.0954... Generator Loss: 1.0307 Epoch 2/2... Discriminator Loss: 0.8872... Generator Loss: 1.0571 Epoch 2/2... Discriminator Loss: 1.1127... Generator Loss: 0.8649 Epoch 2/2... Discriminator Loss: 1.0393... Generator Loss: 0.9695 Epoch 2/2... Discriminator Loss: 1.1226... Generator Loss: 1.3602 Epoch 2/2... Discriminator Loss: 1.1582... Generator Loss: 1.4950 Epoch 2/2... Discriminator Loss: 0.9884... Generator Loss: 0.9061
Epoch 2/2... Discriminator Loss: 1.2786... Generator Loss: 1.4371 Epoch 2/2... Discriminator Loss: 0.9862... Generator Loss: 1.5885 Epoch 2/2... Discriminator Loss: 1.3043... Generator Loss: 0.8405 Epoch 2/2... Discriminator Loss: 0.9530... Generator Loss: 1.0269 Epoch 2/2... Discriminator Loss: 1.0793... Generator Loss: 1.2018 Epoch 2/2... Discriminator Loss: 0.9569... Generator Loss: 1.0284 Epoch 2/2... Discriminator Loss: 1.0695... Generator Loss: 0.7865 Epoch 2/2... Discriminator Loss: 1.0905... Generator Loss: 0.8582 Epoch 2/2... Discriminator Loss: 1.0474... Generator Loss: 1.1091 Epoch 2/2... Discriminator Loss: 1.2771... Generator Loss: 0.7459
Epoch 2/2... Discriminator Loss: 1.0726... Generator Loss: 1.5396 Epoch 2/2... Discriminator Loss: 1.0787... Generator Loss: 1.1190 Epoch 2/2... Discriminator Loss: 1.1626... Generator Loss: 1.6082 Epoch 2/2... Discriminator Loss: 1.0462... Generator Loss: 1.2217 Epoch 2/2... Discriminator Loss: 0.8724... Generator Loss: 1.2193 Epoch 2/2... Discriminator Loss: 1.2795... Generator Loss: 0.6647 Epoch 2/2... Discriminator Loss: 1.1981... Generator Loss: 1.2728 Epoch 2/2... Discriminator Loss: 1.1931... Generator Loss: 0.9930 Epoch 2/2... Discriminator Loss: 1.2051... Generator Loss: 0.9586 Epoch 2/2... Discriminator Loss: 1.0098... Generator Loss: 1.2254
Epoch 2/2... Discriminator Loss: 1.1760... Generator Loss: 1.2675 Epoch 2/2... Discriminator Loss: 0.9087... Generator Loss: 1.3821 Epoch 2/2... Discriminator Loss: 1.0298... Generator Loss: 0.9362 Epoch 2/2... Discriminator Loss: 1.0108... Generator Loss: 1.2416 Epoch 2/2... Discriminator Loss: 1.0290... Generator Loss: 0.9255 Epoch 2/2... Discriminator Loss: 1.5128... Generator Loss: 0.7547 Epoch 2/2... Discriminator Loss: 1.1946... Generator Loss: 0.8272 Epoch 2/2... Discriminator Loss: 1.1337... Generator Loss: 1.3694 Epoch 2/2... Discriminator Loss: 1.0822... Generator Loss: 1.5107 Epoch 2/2... Discriminator Loss: 0.9902... Generator Loss: 1.5200
Epoch 2/2... Discriminator Loss: 0.9324... Generator Loss: 1.4040 Epoch 2/2... Discriminator Loss: 1.0177... Generator Loss: 0.8617 Epoch 2/2... Discriminator Loss: 1.2415... Generator Loss: 0.7468 Epoch 2/2... Discriminator Loss: 1.2262... Generator Loss: 0.7213 Epoch 2/2... Discriminator Loss: 1.0343... Generator Loss: 1.1269 Epoch 2/2... Discriminator Loss: 1.0137... Generator Loss: 1.2348 Epoch 2/2... Discriminator Loss: 1.4116... Generator Loss: 0.5488 Epoch 2/2... Discriminator Loss: 1.1166... Generator Loss: 1.2081 Epoch 2/2... Discriminator Loss: 1.1788... Generator Loss: 0.9260 Epoch 2/2... Discriminator Loss: 1.0655... Generator Loss: 1.3507
Epoch 2/2... Discriminator Loss: 1.1880... Generator Loss: 0.8833 Epoch 2/2... Discriminator Loss: 1.1353... Generator Loss: 0.8048 Epoch 2/2... Discriminator Loss: 1.1251... Generator Loss: 1.2400 Epoch 2/2... Discriminator Loss: 1.0521... Generator Loss: 0.9014 Epoch 2/2... Discriminator Loss: 1.1816... Generator Loss: 0.9481 Epoch 2/2... Discriminator Loss: 1.0379... Generator Loss: 1.1479 Epoch 2/2... Discriminator Loss: 1.2181... Generator Loss: 0.7285 Epoch 2/2... Discriminator Loss: 1.1779... Generator Loss: 0.8583 Epoch 2/2... Discriminator Loss: 1.1031... Generator Loss: 1.4729 Epoch 2/2... Discriminator Loss: 1.0304... Generator Loss: 1.2285
Epoch 2/2... Discriminator Loss: 1.3016... Generator Loss: 0.8961 Epoch 2/2... Discriminator Loss: 1.0351... Generator Loss: 1.1894 Epoch 2/2... Discriminator Loss: 0.9994... Generator Loss: 1.4177 Epoch 2/2... Discriminator Loss: 1.0681... Generator Loss: 0.8928 Epoch 2/2... Discriminator Loss: 1.0284... Generator Loss: 1.2483 Epoch 2/2... Discriminator Loss: 1.0079... Generator Loss: 1.0990 Epoch 2/2... Discriminator Loss: 0.9625... Generator Loss: 1.2079 Epoch 2/2... Discriminator Loss: 1.0741... Generator Loss: 1.1425 Epoch 2/2... Discriminator Loss: 1.0029... Generator Loss: 1.1307 Epoch 2/2... Discriminator Loss: 1.0265... Generator Loss: 1.2537
Epoch 2/2... Discriminator Loss: 1.0502... Generator Loss: 1.3311 Epoch 2/2... Discriminator Loss: 1.1798... Generator Loss: 0.9274 Epoch 2/2... Discriminator Loss: 0.9102... Generator Loss: 1.3161 Epoch 2/2... Discriminator Loss: 1.0557... Generator Loss: 1.4954 Epoch 2/2... Discriminator Loss: 1.0174... Generator Loss: 0.8339 Epoch 2/2... Discriminator Loss: 1.0320... Generator Loss: 1.0856 Epoch 2/2... Discriminator Loss: 1.0051... Generator Loss: 1.4594 Epoch 2/2... Discriminator Loss: 0.9317... Generator Loss: 0.8358 Epoch 2/2... Discriminator Loss: 0.9924... Generator Loss: 1.8514 Epoch 2/2... Discriminator Loss: 0.9247... Generator Loss: 1.0450
Epoch 2/2... Discriminator Loss: 1.0980... Generator Loss: 1.0740 Epoch 2/2... Discriminator Loss: 1.0316... Generator Loss: 1.3454 Epoch 2/2... Discriminator Loss: 1.1237... Generator Loss: 0.9038 Epoch 2/2... Discriminator Loss: 0.9857... Generator Loss: 1.3828 Epoch 2/2... Discriminator Loss: 1.1849... Generator Loss: 0.9929 Epoch 2/2... Discriminator Loss: 1.0572... Generator Loss: 1.4541 Epoch 2/2... Discriminator Loss: 0.9497... Generator Loss: 1.1142 Epoch 2/2... Discriminator Loss: 0.8718... Generator Loss: 1.2761 Epoch 2/2... Discriminator Loss: 1.0345... Generator Loss: 1.0188 Epoch 2/2... Discriminator Loss: 1.0173... Generator Loss: 1.5215
Epoch 2/2... Discriminator Loss: 0.9357... Generator Loss: 1.7865 Epoch 2/2... Discriminator Loss: 0.9471... Generator Loss: 1.4816 Epoch 2/2... Discriminator Loss: 0.9673... Generator Loss: 1.3929 Epoch 2/2... Discriminator Loss: 1.3947... Generator Loss: 0.7052 Epoch 2/2... Discriminator Loss: 1.1710... Generator Loss: 0.7984 Epoch 2/2... Discriminator Loss: 1.0104... Generator Loss: 1.2717 Epoch 2/2... Discriminator Loss: 1.1045... Generator Loss: 1.7958 Epoch 2/2... Discriminator Loss: 1.0503... Generator Loss: 1.2167 Epoch 2/2... Discriminator Loss: 1.0049... Generator Loss: 1.3507 Epoch 2/2... Discriminator Loss: 0.8993... Generator Loss: 1.3338
Epoch 2/2... Discriminator Loss: 0.9876... Generator Loss: 1.4846 Epoch 2/2... Discriminator Loss: 1.0275... Generator Loss: 1.6282 Epoch 2/2... Discriminator Loss: 1.1118... Generator Loss: 0.7855 Epoch 2/2... Discriminator Loss: 1.3009... Generator Loss: 0.7733 Epoch 2/2... Discriminator Loss: 1.0285... Generator Loss: 1.0438 Epoch 2/2... Discriminator Loss: 1.0007... Generator Loss: 0.9235 Epoch 2/2... Discriminator Loss: 1.0466... Generator Loss: 0.8552 Epoch 2/2... Discriminator Loss: 1.0746... Generator Loss: 1.7564 Epoch 2/2... Discriminator Loss: 1.0354... Generator Loss: 0.7884 Epoch 2/2... Discriminator Loss: 1.2754... Generator Loss: 0.6842
Epoch 2/2... Discriminator Loss: 0.9500... Generator Loss: 1.4403 Epoch 2/2... Discriminator Loss: 1.1263... Generator Loss: 1.5628 Epoch 2/2... Discriminator Loss: 1.1858... Generator Loss: 1.7166 Epoch 2/2... Discriminator Loss: 1.1710... Generator Loss: 0.8082 Epoch 2/2... Discriminator Loss: 1.0147... Generator Loss: 1.2836 Epoch 2/2... Discriminator Loss: 0.9533... Generator Loss: 0.9430 Epoch 2/2... Discriminator Loss: 0.8476... Generator Loss: 2.4268 Epoch 2/2... Discriminator Loss: 1.0167... Generator Loss: 1.4066 Epoch 2/2... Discriminator Loss: 0.9479... Generator Loss: 1.5104 Epoch 2/2... Discriminator Loss: 1.0358... Generator Loss: 1.4899
Epoch 2/2... Discriminator Loss: 1.0895... Generator Loss: 1.2277 Epoch 2/2... Discriminator Loss: 1.0135... Generator Loss: 1.0993 Epoch 2/2... Discriminator Loss: 0.9819... Generator Loss: 1.0161 Epoch 2/2... Discriminator Loss: 0.9977... Generator Loss: 1.0598 Epoch 2/2... Discriminator Loss: 0.9815... Generator Loss: 1.2988 Epoch 2/2... Discriminator Loss: 0.9367... Generator Loss: 1.0222 Epoch 2/2... Discriminator Loss: 1.0665... Generator Loss: 0.9080 Epoch 2/2... Discriminator Loss: 1.0615... Generator Loss: 1.5220 Epoch 2/2... Discriminator Loss: 1.0994... Generator Loss: 1.4184 Epoch 2/2... Discriminator Loss: 0.9128... Generator Loss: 1.2159
Epoch 2/2... Discriminator Loss: 0.9255... Generator Loss: 1.4855 Epoch 2/2... Discriminator Loss: 1.0281... Generator Loss: 1.0466 Epoch 2/2... Discriminator Loss: 0.9074... Generator Loss: 1.2670 Epoch 2/2... Discriminator Loss: 0.8372... Generator Loss: 1.8662 Epoch 2/2... Discriminator Loss: 1.2879... Generator Loss: 0.6949 Epoch 2/2... Discriminator Loss: 0.9944... Generator Loss: 1.2098 Epoch 2/2... Discriminator Loss: 1.1148... Generator Loss: 1.2454 Epoch 2/2... Discriminator Loss: 1.1546... Generator Loss: 1.5906 Epoch 2/2... Discriminator Loss: 1.0115... Generator Loss: 0.9060 Epoch 2/2... Discriminator Loss: 1.4723... Generator Loss: 0.5757
Epoch 2/2... Discriminator Loss: 1.2817... Generator Loss: 0.7773 Epoch 2/2... Discriminator Loss: 0.9782... Generator Loss: 1.1274 Epoch 2/2... Discriminator Loss: 1.1799... Generator Loss: 0.8426 Epoch 2/2... Discriminator Loss: 1.0996... Generator Loss: 1.8729 Epoch 2/2... Discriminator Loss: 1.0299... Generator Loss: 0.9567 Epoch 2/2... Discriminator Loss: 0.8600... Generator Loss: 1.3893 Epoch 2/2... Discriminator Loss: 1.0590... Generator Loss: 0.9055 Epoch 2/2... Discriminator Loss: 0.9593... Generator Loss: 0.9990 Epoch 2/2... Discriminator Loss: 0.9354... Generator Loss: 1.0120 Epoch 2/2... Discriminator Loss: 1.0083... Generator Loss: 0.9588
Epoch 2/2... Discriminator Loss: 1.0136... Generator Loss: 1.2982 Epoch 2/2... Discriminator Loss: 1.0863... Generator Loss: 1.1520 Epoch 2/2... Discriminator Loss: 0.8591... Generator Loss: 1.8356 Epoch 2/2... Discriminator Loss: 0.9929... Generator Loss: 1.1531 Epoch 2/2... Discriminator Loss: 1.0078... Generator Loss: 1.3454 Epoch 2/2... Discriminator Loss: 1.1547... Generator Loss: 1.1504 Epoch 2/2... Discriminator Loss: 1.1512... Generator Loss: 2.3226 Epoch 2/2... Discriminator Loss: 0.8788... Generator Loss: 1.1036 Epoch 2/2... Discriminator Loss: 0.8445... Generator Loss: 1.3471 Epoch 2/2... Discriminator Loss: 1.1173... Generator Loss: 1.7054
Epoch 2/2... Discriminator Loss: 0.9646... Generator Loss: 1.1636 Epoch 2/2... Discriminator Loss: 0.9799... Generator Loss: 1.1096 Epoch 2/2... Discriminator Loss: 1.1036... Generator Loss: 1.1688 Epoch 2/2... Discriminator Loss: 1.0877... Generator Loss: 0.9280 Epoch 2/2... Discriminator Loss: 1.1275... Generator Loss: 1.2876 Epoch 2/2... Discriminator Loss: 1.2473... Generator Loss: 0.8384 Epoch 2/2... Discriminator Loss: 1.0492... Generator Loss: 1.3952 Epoch 2/2... Discriminator Loss: 1.1821... Generator Loss: 1.0810 Epoch 2/2... Discriminator Loss: 0.9843... Generator Loss: 1.0281 Epoch 2/2... Discriminator Loss: 1.0650... Generator Loss: 1.8895
Epoch 2/2... Discriminator Loss: 0.8930... Generator Loss: 1.3957 Epoch 2/2... Discriminator Loss: 1.0942... Generator Loss: 1.1274 Epoch 2/2... Discriminator Loss: 0.9699... Generator Loss: 0.9859 Epoch 2/2... Discriminator Loss: 1.0404... Generator Loss: 1.1934 Epoch 2/2... Discriminator Loss: 0.8005... Generator Loss: 2.2012 Epoch 2/2... Discriminator Loss: 1.0057... Generator Loss: 1.0039 Epoch 2/2... Discriminator Loss: 0.9822... Generator Loss: 1.4957 Epoch 2/2... Discriminator Loss: 1.7469... Generator Loss: 2.8392 Epoch 2/2... Discriminator Loss: 1.1852... Generator Loss: 0.9552 Epoch 2/2... Discriminator Loss: 0.9424... Generator Loss: 1.8092
Epoch 2/2... Discriminator Loss: 1.1122... Generator Loss: 1.1000 Epoch 2/2... Discriminator Loss: 1.0651... Generator Loss: 0.8708 Epoch 2/2... Discriminator Loss: 0.9578... Generator Loss: 2.4179 Epoch 2/2... Discriminator Loss: 0.9503... Generator Loss: 1.5044 Epoch 2/2... Discriminator Loss: 0.9252... Generator Loss: 1.0274 Epoch 2/2... Discriminator Loss: 0.9570... Generator Loss: 1.5988 Epoch 2/2... Discriminator Loss: 0.9334... Generator Loss: 1.3868 Epoch 2/2... Discriminator Loss: 1.0057... Generator Loss: 1.9999 Epoch 2/2... Discriminator Loss: 1.2913... Generator Loss: 0.9794 Epoch 2/2... Discriminator Loss: 1.1022... Generator Loss: 1.1804
Epoch 2/2... Discriminator Loss: 0.9162... Generator Loss: 1.5823 Epoch 2/2... Discriminator Loss: 0.9232... Generator Loss: 1.0913 Epoch 2/2... Discriminator Loss: 0.7833... Generator Loss: 1.8999 Epoch 2/2... Discriminator Loss: 0.8575... Generator Loss: 1.5370 Epoch 2/2... Discriminator Loss: 0.9876... Generator Loss: 1.3710 Epoch 2/2... Discriminator Loss: 1.1660... Generator Loss: 0.9677 Epoch 2/2... Discriminator Loss: 0.9539... Generator Loss: 1.5105 Epoch 2/2... Discriminator Loss: 0.9930... Generator Loss: 1.1472 Epoch 2/2... Discriminator Loss: 1.2977... Generator Loss: 1.1189 Epoch 2/2... Discriminator Loss: 0.8454... Generator Loss: 1.2969
Epoch 2/2... Discriminator Loss: 1.0154... Generator Loss: 1.2591 Epoch 2/2... Discriminator Loss: 1.2255... Generator Loss: 0.7497 Epoch 2/2... Discriminator Loss: 0.9871... Generator Loss: 1.3190 Epoch 2/2... Discriminator Loss: 0.8813... Generator Loss: 1.4795 Epoch 2/2... Discriminator Loss: 1.4133... Generator Loss: 1.5704 Epoch 2/2... Discriminator Loss: 1.0243... Generator Loss: 1.1030 Epoch 2/2... Discriminator Loss: 1.1432... Generator Loss: 1.5253 Epoch 2/2... Discriminator Loss: 0.9346... Generator Loss: 1.5403 Epoch 2/2... Discriminator Loss: 1.0135... Generator Loss: 0.9517 Epoch 2/2... Discriminator Loss: 1.1311... Generator Loss: 0.9060
Epoch 2/2... Discriminator Loss: 0.9797... Generator Loss: 1.0034 Epoch 2/2... Discriminator Loss: 0.9668... Generator Loss: 1.0816 Epoch 2/2... Discriminator Loss: 0.8616... Generator Loss: 1.3119 Epoch 2/2... Discriminator Loss: 1.1653... Generator Loss: 0.9129 Epoch 2/2... Discriminator Loss: 0.8849... Generator Loss: 1.1362 Epoch 2/2... Discriminator Loss: 0.8435... Generator Loss: 1.2301 Epoch 2/2... Discriminator Loss: 1.0320... Generator Loss: 0.7412 Epoch 2/2... Discriminator Loss: 1.1201... Generator Loss: 1.8692 Epoch 2/2... Discriminator Loss: 1.1861... Generator Loss: 1.0674 Epoch 2/2... Discriminator Loss: 1.0793... Generator Loss: 1.4870
Epoch 2/2... Discriminator Loss: 1.1540... Generator Loss: 2.1099 Epoch 2/2... Discriminator Loss: 0.8505... Generator Loss: 1.4185 Epoch 2/2... Discriminator Loss: 0.9089... Generator Loss: 1.3034 Epoch 2/2... Discriminator Loss: 1.1241... Generator Loss: 1.0784 Epoch 2/2... Discriminator Loss: 1.0505... Generator Loss: 0.8287 Epoch 2/2... Discriminator Loss: 0.9032... Generator Loss: 1.5334 Epoch 2/2... Discriminator Loss: 0.9792... Generator Loss: 1.7253 Epoch 2/2... Discriminator Loss: 1.0697... Generator Loss: 2.0057 Epoch 2/2... Discriminator Loss: 0.8879... Generator Loss: 1.0383 Epoch 2/2... Discriminator Loss: 0.8393... Generator Loss: 1.4194
Epoch 2/2... Discriminator Loss: 1.1429... Generator Loss: 0.9714 Epoch 2/2... Discriminator Loss: 0.9008... Generator Loss: 1.4679 Epoch 2/2... Discriminator Loss: 0.9796... Generator Loss: 1.2043 Epoch 2/2... Discriminator Loss: 0.9494... Generator Loss: 1.0986 Epoch 2/2... Discriminator Loss: 0.9689... Generator Loss: 1.3218 Epoch 2/2... Discriminator Loss: 0.9456... Generator Loss: 1.5597 Epoch 2/2... Discriminator Loss: 0.8935... Generator Loss: 1.0989 Epoch 2/2... Discriminator Loss: 1.0745... Generator Loss: 1.5543 Epoch 2/2... Discriminator Loss: 0.9225... Generator Loss: 1.1723 Epoch 2/2... Discriminator Loss: 0.9683... Generator Loss: 1.1876
Epoch 2/2... Discriminator Loss: 0.9879... Generator Loss: 1.0672 Epoch 2/2... Discriminator Loss: 1.0456... Generator Loss: 1.5946 Epoch 2/2... Discriminator Loss: 1.1588... Generator Loss: 0.8869 Epoch 2/2... Discriminator Loss: 0.9436... Generator Loss: 1.8129 Epoch 2/2... Discriminator Loss: 0.9619... Generator Loss: 1.6655 Epoch 2/2... Discriminator Loss: 1.0353... Generator Loss: 1.8588 Epoch 2/2... Discriminator Loss: 1.2078... Generator Loss: 1.5821 Epoch 2/2... Discriminator Loss: 1.0462... Generator Loss: 0.9234 Epoch 2/2... Discriminator Loss: 1.1253... Generator Loss: 1.7213 Epoch 2/2... Discriminator Loss: 0.9010... Generator Loss: 1.1842
Epoch 2/2... Discriminator Loss: 0.9603... Generator Loss: 1.2786 Epoch 2/2... Discriminator Loss: 1.0245... Generator Loss: 0.8888 Epoch 2/2... Discriminator Loss: 0.9345... Generator Loss: 1.8833 Epoch 2/2... Discriminator Loss: 1.1394... Generator Loss: 1.4844 Epoch 2/2... Discriminator Loss: 0.8802... Generator Loss: 1.7132 Epoch 2/2... Discriminator Loss: 0.9718... Generator Loss: 1.3881 Epoch 2/2... Discriminator Loss: 1.0353... Generator Loss: 1.2468 Epoch 2/2... Discriminator Loss: 0.8697... Generator Loss: 1.1763 Epoch 2/2... Discriminator Loss: 0.9453... Generator Loss: 1.1707 Epoch 2/2... Discriminator Loss: 0.8717... Generator Loss: 0.9588
Epoch 2/2... Discriminator Loss: 0.9212... Generator Loss: 1.1658 Epoch 2/2... Discriminator Loss: 0.9186... Generator Loss: 1.2550 Epoch 2/2... Discriminator Loss: 0.8844... Generator Loss: 1.4978 Epoch 2/2... Discriminator Loss: 1.0009... Generator Loss: 0.9990 Epoch 2/2... Discriminator Loss: 1.0404... Generator Loss: 1.1099 Epoch 2/2... Discriminator Loss: 1.0638... Generator Loss: 1.3684 Epoch 2/2... Discriminator Loss: 0.9804... Generator Loss: 1.6189 Epoch 2/2... Discriminator Loss: 1.0261... Generator Loss: 1.2172 Epoch 2/2... Discriminator Loss: 1.0013... Generator Loss: 1.0904 Epoch 2/2... Discriminator Loss: 1.0982... Generator Loss: 2.1959
Epoch 2/2... Discriminator Loss: 0.9493... Generator Loss: 1.4837 Epoch 2/2... Discriminator Loss: 1.1809... Generator Loss: 0.7868 Epoch 2/2... Discriminator Loss: 1.0400... Generator Loss: 1.1190 Epoch 2/2... Discriminator Loss: 0.9734... Generator Loss: 2.0535 Epoch 2/2... Discriminator Loss: 1.0333... Generator Loss: 1.4836 Epoch 2/2... Discriminator Loss: 1.1744... Generator Loss: 0.9742 Epoch 2/2... Discriminator Loss: 0.9552... Generator Loss: 1.1434 Epoch 2/2... Discriminator Loss: 0.9952... Generator Loss: 1.9714 Epoch 2/2... Discriminator Loss: 1.0145... Generator Loss: 1.2455 Epoch 2/2... Discriminator Loss: 0.9226... Generator Loss: 0.9933
Epoch 2/2... Discriminator Loss: 1.1021... Generator Loss: 1.0944 Epoch 2/2... Discriminator Loss: 1.0266... Generator Loss: 1.1145 Epoch 2/2... Discriminator Loss: 1.1588... Generator Loss: 0.7620 Epoch 2/2... Discriminator Loss: 1.0975... Generator Loss: 1.6949 Epoch 2/2... Discriminator Loss: 1.1175... Generator Loss: 1.2736 Epoch 2/2... Discriminator Loss: 0.8844... Generator Loss: 1.3666 Epoch 2/2... Discriminator Loss: 1.1798... Generator Loss: 1.8070 Epoch 2/2... Discriminator Loss: 1.1960... Generator Loss: 0.8991 Epoch 2/2... Discriminator Loss: 0.9693... Generator Loss: 1.2588 Epoch 2/2... Discriminator Loss: 1.2512... Generator Loss: 2.2243
Epoch 2/2... Discriminator Loss: 1.3425... Generator Loss: 0.7773 Epoch 2/2... Discriminator Loss: 1.0495... Generator Loss: 1.5800 Epoch 2/2... Discriminator Loss: 1.1989... Generator Loss: 1.0520 Epoch 2/2... Discriminator Loss: 1.3086... Generator Loss: 1.1109 Epoch 2/2... Discriminator Loss: 1.2244... Generator Loss: 0.9385 Epoch 2/2... Discriminator Loss: 0.9681... Generator Loss: 1.3884 Epoch 2/2... Discriminator Loss: 1.2486... Generator Loss: 1.6002 Epoch 2/2... Discriminator Loss: 0.9683... Generator Loss: 1.0457 Epoch 2/2... Discriminator Loss: 0.8482... Generator Loss: 1.5905 Epoch 2/2... Discriminator Loss: 0.8931... Generator Loss: 1.3418
Epoch 2/2... Discriminator Loss: 1.1094... Generator Loss: 1.1459 Epoch 2/2... Discriminator Loss: 1.0561... Generator Loss: 1.5734 Epoch 2/2... Discriminator Loss: 1.0402... Generator Loss: 1.3642 Epoch 2/2... Discriminator Loss: 1.1890... Generator Loss: 0.8198 Epoch 2/2... Discriminator Loss: 0.8951... Generator Loss: 1.2765 Epoch 2/2... Discriminator Loss: 1.2901... Generator Loss: 0.8421 Epoch 2/2... Discriminator Loss: 1.1976... Generator Loss: 0.9443 Epoch 2/2... Discriminator Loss: 0.9202... Generator Loss: 1.6422 Epoch 2/2... Discriminator Loss: 1.0806... Generator Loss: 0.7764 Epoch 2/2... Discriminator Loss: 0.9681... Generator Loss: 1.8114
Epoch 2/2... Discriminator Loss: 0.9130... Generator Loss: 1.2627 Epoch 2/2... Discriminator Loss: 0.9345... Generator Loss: 1.1116 Epoch 2/2... Discriminator Loss: 1.1627... Generator Loss: 1.1863 Epoch 2/2... Discriminator Loss: 0.9840... Generator Loss: 1.1296 Epoch 2/2... Discriminator Loss: 1.0364... Generator Loss: 1.2071 Epoch 2/2... Discriminator Loss: 1.0082... Generator Loss: 0.8148 Epoch 2/2... Discriminator Loss: 1.0600... Generator Loss: 1.2605 Epoch 2/2... Discriminator Loss: 0.9773... Generator Loss: 1.9709 Epoch 2/2... Discriminator Loss: 0.9982... Generator Loss: 1.3831 Epoch 2/2... Discriminator Loss: 1.1720... Generator Loss: 1.0951
Epoch 2/2... Discriminator Loss: 1.4319... Generator Loss: 0.7186 Epoch 2/2... Discriminator Loss: 0.9507... Generator Loss: 1.0642 Epoch 2/2... Discriminator Loss: 0.9887... Generator Loss: 2.1159 Epoch 2/2... Discriminator Loss: 1.0838... Generator Loss: 1.1027 Epoch 2/2... Discriminator Loss: 0.9167... Generator Loss: 1.2021 Epoch 2/2... Discriminator Loss: 0.9739... Generator Loss: 1.3896 Epoch 2/2... Discriminator Loss: 0.8443... Generator Loss: 1.7708 Epoch 2/2... Discriminator Loss: 0.9598... Generator Loss: 1.6402 Epoch 2/2... Discriminator Loss: 0.8278... Generator Loss: 1.2228 Epoch 2/2... Discriminator Loss: 1.3003... Generator Loss: 1.8008
Epoch 2/2... Discriminator Loss: 0.7796... Generator Loss: 1.5903 Epoch 2/2... Discriminator Loss: 0.8380... Generator Loss: 1.0628 Epoch 2/2... Discriminator Loss: 0.8720... Generator Loss: 0.9410 Epoch 2/2... Discriminator Loss: 0.9786... Generator Loss: 1.9185 Epoch 2/2... Discriminator Loss: 0.9885... Generator Loss: 1.4036 Epoch 2/2... Discriminator Loss: 1.0797... Generator Loss: 1.2933 Epoch 2/2... Discriminator Loss: 0.9330... Generator Loss: 1.1426 Epoch 2/2... Discriminator Loss: 0.9468... Generator Loss: 1.9459 Epoch 2/2... Discriminator Loss: 1.1611... Generator Loss: 1.3976 Epoch 2/2... Discriminator Loss: 0.9565... Generator Loss: 1.1619
Epoch 2/2... Discriminator Loss: 0.9753... Generator Loss: 1.9687 Epoch 2/2... Discriminator Loss: 1.0392... Generator Loss: 0.8853 Epoch 2/2... Discriminator Loss: 1.0335... Generator Loss: 0.8768 Epoch 2/2... Discriminator Loss: 0.9286... Generator Loss: 1.2989 Epoch 2/2... Discriminator Loss: 1.0109... Generator Loss: 1.3780 Epoch 2/2... Discriminator Loss: 0.8788... Generator Loss: 1.3029 Epoch 2/2... Discriminator Loss: 0.9598... Generator Loss: 1.4151 Epoch 2/2... Discriminator Loss: 0.8545... Generator Loss: 1.5942 Epoch 2/2... Discriminator Loss: 0.9487... Generator Loss: 1.1701 Epoch 2/2... Discriminator Loss: 0.8740... Generator Loss: 1.4802
Epoch 2/2... Discriminator Loss: 1.0646... Generator Loss: 1.2798 Epoch 2/2... Discriminator Loss: 1.1010... Generator Loss: 1.3636 Epoch 2/2... Discriminator Loss: 0.8900... Generator Loss: 1.8427 Epoch 2/2... Discriminator Loss: 0.9842... Generator Loss: 1.0381 Epoch 2/2... Discriminator Loss: 0.7751... Generator Loss: 1.4881 Epoch 2/2... Discriminator Loss: 0.9588... Generator Loss: 1.4496 Epoch 2/2... Discriminator Loss: 0.7634... Generator Loss: 1.5677 Epoch 2/2... Discriminator Loss: 1.2384... Generator Loss: 2.2356 Epoch 2/2... Discriminator Loss: 1.0246... Generator Loss: 1.1174 Epoch 2/2... Discriminator Loss: 1.0845... Generator Loss: 1.9051
Epoch 2/2... Discriminator Loss: 1.1009... Generator Loss: 1.4586 Epoch 2/2... Discriminator Loss: 0.9544... Generator Loss: 1.0388 Epoch 2/2... Discriminator Loss: 0.8550... Generator Loss: 1.0411 Epoch 2/2... Discriminator Loss: 1.0017... Generator Loss: 1.4264 Epoch 2/2... Discriminator Loss: 1.0838... Generator Loss: 1.6369 Epoch 2/2... Discriminator Loss: 0.8834... Generator Loss: 1.5059 Epoch 2/2... Discriminator Loss: 0.9253... Generator Loss: 1.3352 Epoch 2/2... Discriminator Loss: 1.0063... Generator Loss: 1.1150 Epoch 2/2... Discriminator Loss: 0.9912... Generator Loss: 1.2339 Epoch 2/2... Discriminator Loss: 0.8200... Generator Loss: 1.3115
Epoch 2/2... Discriminator Loss: 1.1402... Generator Loss: 0.8334 Epoch 2/2... Discriminator Loss: 0.9799... Generator Loss: 1.2734 Epoch 2/2... Discriminator Loss: 0.8973... Generator Loss: 1.4208 Epoch 2/2... Discriminator Loss: 1.4497... Generator Loss: 0.7843 Epoch 2/2... Discriminator Loss: 0.9569... Generator Loss: 1.5680 Epoch 2/2... Discriminator Loss: 0.8200... Generator Loss: 1.2590 Epoch 2/2... Discriminator Loss: 0.9935... Generator Loss: 1.2870 Epoch 2/2... Discriminator Loss: 1.0234... Generator Loss: 1.1264 Epoch 2/2... Discriminator Loss: 1.1302... Generator Loss: 0.9792 Epoch 2/2... Discriminator Loss: 1.2343... Generator Loss: 2.2946
Epoch 2/2... Discriminator Loss: 1.2946... Generator Loss: 1.6415 Epoch 2/2... Discriminator Loss: 1.0150... Generator Loss: 1.4142 Epoch 2/2... Discriminator Loss: 1.0262... Generator Loss: 0.8553 Epoch 2/2... Discriminator Loss: 0.9710... Generator Loss: 1.3180 Epoch 2/2... Discriminator Loss: 0.8518... Generator Loss: 1.3628 Epoch 2/2... Discriminator Loss: 0.9110... Generator Loss: 1.7017 Epoch 2/2... Discriminator Loss: 1.0239... Generator Loss: 0.9748 Epoch 2/2... Discriminator Loss: 0.8515... Generator Loss: 1.8636 Epoch 2/2... Discriminator Loss: 1.0355... Generator Loss: 0.7945 Epoch 2/2... Discriminator Loss: 0.8968... Generator Loss: 1.0451
Epoch 2/2... Discriminator Loss: 1.0383... Generator Loss: 1.1181 Epoch 2/2... Discriminator Loss: 0.9371... Generator Loss: 1.2212 Epoch 2/2... Discriminator Loss: 1.0145... Generator Loss: 1.2334 Epoch 2/2... Discriminator Loss: 1.0378... Generator Loss: 1.4748 Epoch 2/2... Discriminator Loss: 1.0122... Generator Loss: 1.9161 Epoch 2/2... Discriminator Loss: 0.8910... Generator Loss: 1.6952 Epoch 2/2... Discriminator Loss: 0.8959... Generator Loss: 1.8401 Epoch 2/2... Discriminator Loss: 0.8582... Generator Loss: 1.4119 Epoch 2/2... Discriminator Loss: 0.9555... Generator Loss: 1.5955 Epoch 2/2... Discriminator Loss: 0.9104... Generator Loss: 1.5766
Epoch 2/2... Discriminator Loss: 0.9967... Generator Loss: 1.2614 Epoch 2/2... Discriminator Loss: 0.9962... Generator Loss: 1.1741 Epoch 2/2... Discriminator Loss: 0.8888... Generator Loss: 1.3528 Epoch 2/2... Discriminator Loss: 0.9130... Generator Loss: 1.7507 Epoch 2/2... Discriminator Loss: 1.0073... Generator Loss: 0.9539 Epoch 2/2... Discriminator Loss: 1.0806... Generator Loss: 1.2811 Epoch 2/2... Discriminator Loss: 0.8560... Generator Loss: 1.3815 Epoch 2/2... Discriminator Loss: 0.9713... Generator Loss: 1.1542 Epoch 2/2... Discriminator Loss: 1.0369... Generator Loss: 1.4960 Epoch 2/2... Discriminator Loss: 0.9146... Generator Loss: 1.3172
Epoch 2/2... Discriminator Loss: 0.8750... Generator Loss: 1.7440 Epoch 2/2... Discriminator Loss: 0.8788... Generator Loss: 1.4556 Epoch 2/2... Discriminator Loss: 1.1410... Generator Loss: 2.0713 Epoch 2/2... Discriminator Loss: 1.0491... Generator Loss: 1.6570 Epoch 2/2... Discriminator Loss: 0.9064... Generator Loss: 1.0752 Epoch 2/2... Discriminator Loss: 1.0865... Generator Loss: 2.0456 Epoch 2/2... Discriminator Loss: 1.0263... Generator Loss: 1.9522 Epoch 2/2... Discriminator Loss: 0.8582... Generator Loss: 1.2149 Epoch 2/2... Discriminator Loss: 0.8214... Generator Loss: 1.2663 Epoch 2/2... Discriminator Loss: 0.9122... Generator Loss: 1.3675
Epoch 2/2... Discriminator Loss: 0.9773... Generator Loss: 1.3336 Epoch 2/2... Discriminator Loss: 0.8037... Generator Loss: 1.2590 Epoch 2/2... Discriminator Loss: 0.9650... Generator Loss: 0.9313 Epoch 2/2... Discriminator Loss: 0.8925... Generator Loss: 1.4902 Epoch 2/2... Discriminator Loss: 0.9162... Generator Loss: 1.1942 Epoch 2/2... Discriminator Loss: 1.1313... Generator Loss: 1.6685 Epoch 2/2... Discriminator Loss: 1.1806... Generator Loss: 0.8944 Epoch 2/2... Discriminator Loss: 1.0090... Generator Loss: 1.4309 Epoch 2/2... Discriminator Loss: 0.8716... Generator Loss: 1.4847 Epoch 2/2... Discriminator Loss: 0.9741... Generator Loss: 1.4128
Epoch 2/2... Discriminator Loss: 0.9262... Generator Loss: 1.2740 Epoch 2/2... Discriminator Loss: 0.8653... Generator Loss: 1.6596 Epoch 2/2... Discriminator Loss: 0.7827... Generator Loss: 1.6515 Epoch 2/2... Discriminator Loss: 0.9573... Generator Loss: 0.7530 Epoch 2/2... Discriminator Loss: 1.2720... Generator Loss: 1.0691 Epoch 2/2... Discriminator Loss: 1.1127... Generator Loss: 2.2082 Epoch 2/2... Discriminator Loss: 1.1235... Generator Loss: 1.0686 Epoch 2/2... Discriminator Loss: 0.9894... Generator Loss: 1.5229 Epoch 2/2... Discriminator Loss: 0.9311... Generator Loss: 1.4209 Epoch 2/2... Discriminator Loss: 1.1291... Generator Loss: 1.5748
Epoch 2/2... Discriminator Loss: 0.7881... Generator Loss: 1.5938 Epoch 2/2... Discriminator Loss: 0.8432... Generator Loss: 1.2188 Epoch 2/2... Discriminator Loss: 1.0094... Generator Loss: 1.6582 Epoch 2/2... Discriminator Loss: 0.7664... Generator Loss: 1.3335 Epoch 2/2... Discriminator Loss: 0.7180... Generator Loss: 2.8763 Epoch 2/2... Discriminator Loss: 1.0144... Generator Loss: 1.2827 Epoch 2/2... Discriminator Loss: 1.2115... Generator Loss: 1.0306 Epoch 2/2... Discriminator Loss: 0.9369... Generator Loss: 1.0785 Epoch 2/2... Discriminator Loss: 1.2951... Generator Loss: 0.8427 Epoch 2/2... Discriminator Loss: 0.9842... Generator Loss: 0.9411
Epoch 2/2... Discriminator Loss: 0.9033... Generator Loss: 0.9092 Epoch 2/2... Discriminator Loss: 0.9954... Generator Loss: 1.1251 Epoch 2/2... Discriminator Loss: 0.9081... Generator Loss: 1.5677 Epoch 2/2... Discriminator Loss: 0.8076... Generator Loss: 1.5985 Epoch 2/2... Discriminator Loss: 0.9200... Generator Loss: 1.6493 Epoch 2/2... Discriminator Loss: 1.2402... Generator Loss: 1.0523 Epoch 2/2... Discriminator Loss: 0.8044... Generator Loss: 1.0703 Epoch 2/2... Discriminator Loss: 0.7630... Generator Loss: 1.8513 Epoch 2/2... Discriminator Loss: 1.0200... Generator Loss: 1.0149 Epoch 2/2... Discriminator Loss: 0.9032... Generator Loss: 1.6302
Epoch 2/2... Discriminator Loss: 0.9550... Generator Loss: 1.1978 Epoch 2/2... Discriminator Loss: 0.9662... Generator Loss: 1.3692 Epoch 2/2... Discriminator Loss: 0.8640... Generator Loss: 1.8035 Epoch 2/2... Discriminator Loss: 0.8143... Generator Loss: 2.0753 Epoch 2/2... Discriminator Loss: 0.7544... Generator Loss: 1.7090 Epoch 2/2... Discriminator Loss: 0.9447... Generator Loss: 1.0011 Epoch 2/2... Discriminator Loss: 1.0548... Generator Loss: 1.8470 Epoch 2/2... Discriminator Loss: 0.6682... Generator Loss: 1.4650 Epoch 2/2... Discriminator Loss: 1.1609... Generator Loss: 1.4958 Epoch 2/2... Discriminator Loss: 1.1058... Generator Loss: 1.2582
Epoch 2/2... Discriminator Loss: 0.9082... Generator Loss: 1.9409 Epoch 2/2... Discriminator Loss: 1.1409... Generator Loss: 1.1740 Epoch 2/2... Discriminator Loss: 1.2328... Generator Loss: 0.8247 Epoch 2/2... Discriminator Loss: 0.9131... Generator Loss: 1.6527 Epoch 2/2... Discriminator Loss: 1.1108... Generator Loss: 0.9656 Epoch 2/2... Discriminator Loss: 0.9207... Generator Loss: 1.3442 Epoch 2/2... Discriminator Loss: 1.0371... Generator Loss: 1.4526 Epoch 2/2... Discriminator Loss: 0.9774... Generator Loss: 1.6899 Epoch 2/2... Discriminator Loss: 0.8173... Generator Loss: 1.3904 Epoch 2/2... Discriminator Loss: 1.1399... Generator Loss: 1.4416
Epoch 2/2... Discriminator Loss: 1.1030... Generator Loss: 1.4833 Epoch 2/2... Discriminator Loss: 0.9316... Generator Loss: 1.0679 Epoch 2/2... Discriminator Loss: 0.7789... Generator Loss: 1.8353 Epoch 2/2... Discriminator Loss: 0.9734... Generator Loss: 1.0252 Epoch 2/2... Discriminator Loss: 1.1028... Generator Loss: 1.0197 Epoch 2/2... Discriminator Loss: 0.9208... Generator Loss: 1.3683 Epoch 2/2... Discriminator Loss: 1.0750... Generator Loss: 1.1521 Epoch 2/2... Discriminator Loss: 0.9051... Generator Loss: 1.1001 Epoch 2/2... Discriminator Loss: 1.0601... Generator Loss: 1.2194 Epoch 2/2... Discriminator Loss: 1.0448... Generator Loss: 1.3800
Epoch 2/2... Discriminator Loss: 0.8832... Generator Loss: 1.4748 Epoch 2/2... Discriminator Loss: 1.1841... Generator Loss: 0.9788 Epoch 2/2... Discriminator Loss: 1.0308... Generator Loss: 1.3362 Epoch 2/2... Discriminator Loss: 0.8980... Generator Loss: 1.3442 Epoch 2/2... Discriminator Loss: 0.8796... Generator Loss: 1.6763 Epoch 2/2... Discriminator Loss: 1.0121... Generator Loss: 1.0849 Epoch 2/2... Discriminator Loss: 0.8342... Generator Loss: 1.1168 Epoch 2/2... Discriminator Loss: 0.8890... Generator Loss: 1.5764 Epoch 2/2... Discriminator Loss: 0.9559... Generator Loss: 1.4518 Epoch 2/2... Discriminator Loss: 0.9841... Generator Loss: 0.9301
Epoch 2/2... Discriminator Loss: 0.9157... Generator Loss: 1.3254 Epoch 2/2... Discriminator Loss: 1.1299... Generator Loss: 1.1067 Epoch 2/2... Discriminator Loss: 1.0118... Generator Loss: 1.9209 Epoch 2/2... Discriminator Loss: 0.8359... Generator Loss: 1.8735 Epoch 2/2... Discriminator Loss: 0.9163... Generator Loss: 1.8702 Epoch 2/2... Discriminator Loss: 1.0311... Generator Loss: 1.0852 Epoch 2/2... Discriminator Loss: 0.9419... Generator Loss: 1.1517 Epoch 2/2... Discriminator Loss: 0.9019... Generator Loss: 1.5135 Epoch 2/2... Discriminator Loss: 0.9505... Generator Loss: 1.4181 Epoch 2/2... Discriminator Loss: 0.7656... Generator Loss: 1.2122
Epoch 2/2... Discriminator Loss: 0.7159... Generator Loss: 1.6993 Epoch 2/2... Discriminator Loss: 0.9452... Generator Loss: 1.6086 Epoch 2/2... Discriminator Loss: 0.8595... Generator Loss: 1.4539 Epoch 2/2... Discriminator Loss: 0.8799... Generator Loss: 1.5127 Epoch 2/2... Discriminator Loss: 0.9927... Generator Loss: 0.9992 Epoch 2/2... Discriminator Loss: 0.8619... Generator Loss: 1.2014 Epoch 2/2... Discriminator Loss: 0.9235... Generator Loss: 1.1458 Epoch 2/2... Discriminator Loss: 0.7779... Generator Loss: 1.7660 Epoch 2/2... Discriminator Loss: 0.7716... Generator Loss: 1.3076 Epoch 2/2... Discriminator Loss: 0.8789... Generator Loss: 1.6557
Epoch 2/2... Discriminator Loss: 1.2359... Generator Loss: 2.0732 Epoch 2/2... Discriminator Loss: 1.3807... Generator Loss: 0.9875 Epoch 2/2... Discriminator Loss: 0.8553... Generator Loss: 1.5628 Epoch 2/2... Discriminator Loss: 1.3492... Generator Loss: 0.7414 Epoch 2/2... Discriminator Loss: 1.0129... Generator Loss: 1.3706 Epoch 2/2... Discriminator Loss: 0.9583... Generator Loss: 1.5138 Epoch 2/2... Discriminator Loss: 1.1313... Generator Loss: 1.7774 Epoch 2/2... Discriminator Loss: 0.8958... Generator Loss: 1.4498 Epoch 2/2... Discriminator Loss: 0.9875... Generator Loss: 1.6845 Epoch 2/2... Discriminator Loss: 0.7723... Generator Loss: 2.1596
Epoch 2/2... Discriminator Loss: 0.9235... Generator Loss: 1.4905 Epoch 2/2... Discriminator Loss: 0.9142... Generator Loss: 2.1275 Epoch 2/2... Discriminator Loss: 0.8405... Generator Loss: 1.9169 Epoch 2/2... Discriminator Loss: 0.9182... Generator Loss: 1.8146 Epoch 2/2... Discriminator Loss: 0.9596... Generator Loss: 1.8397 Epoch 2/2... Discriminator Loss: 0.9078... Generator Loss: 1.9617 Epoch 2/2... Discriminator Loss: 1.1333... Generator Loss: 0.7908 Epoch 2/2... Discriminator Loss: 1.0075... Generator Loss: 1.1072 Epoch 2/2... Discriminator Loss: 0.8973... Generator Loss: 1.6074 Epoch 2/2... Discriminator Loss: 1.3562... Generator Loss: 0.7611
Epoch 2/2... Discriminator Loss: 0.8257... Generator Loss: 1.6514 Epoch 2/2... Discriminator Loss: 0.8759... Generator Loss: 1.6468 Epoch 2/2... Discriminator Loss: 1.1255... Generator Loss: 1.0098 Epoch 2/2... Discriminator Loss: 1.0683... Generator Loss: 1.2453 Epoch 2/2... Discriminator Loss: 1.0207... Generator Loss: 1.6582 Epoch 2/2... Discriminator Loss: 0.9395... Generator Loss: 1.7171 Epoch 2/2... Discriminator Loss: 0.8022... Generator Loss: 1.6924 Epoch 2/2... Discriminator Loss: 0.9671... Generator Loss: 1.6202 Epoch 2/2... Discriminator Loss: 0.8749... Generator Loss: 1.7047 Epoch 2/2... Discriminator Loss: 1.1411... Generator Loss: 1.1666
Epoch 2/2... Discriminator Loss: 0.8491... Generator Loss: 1.6307 Epoch 2/2... Discriminator Loss: 0.8602... Generator Loss: 1.1671 Epoch 2/2... Discriminator Loss: 0.8112... Generator Loss: 1.8049 Epoch 2/2... Discriminator Loss: 0.8317... Generator Loss: 1.0087 Epoch 2/2... Discriminator Loss: 1.1889... Generator Loss: 1.9556 Epoch 2/2... Discriminator Loss: 0.9613... Generator Loss: 1.3597 Epoch 2/2... Discriminator Loss: 0.7792... Generator Loss: 1.5216 Epoch 2/2... Discriminator Loss: 0.9036... Generator Loss: 0.9925 Epoch 2/2... Discriminator Loss: 0.8222... Generator Loss: 1.5893 Epoch 2/2... Discriminator Loss: 0.9922... Generator Loss: 2.1550
Epoch 2/2... Discriminator Loss: 1.0344... Generator Loss: 1.1023 Epoch 2/2... Discriminator Loss: 0.9376... Generator Loss: 1.0745 Epoch 2/2... Discriminator Loss: 1.0226... Generator Loss: 1.4359 Epoch 2/2... Discriminator Loss: 0.8320... Generator Loss: 1.4448 Epoch 2/2... Discriminator Loss: 0.7803... Generator Loss: 1.3620 Epoch 2/2... Discriminator Loss: 0.9303... Generator Loss: 2.1601 Epoch 2/2... Discriminator Loss: 1.0922... Generator Loss: 2.0584 Epoch 2/2... Discriminator Loss: 0.9205... Generator Loss: 1.2088 Epoch 2/2... Discriminator Loss: 0.8364... Generator Loss: 1.8446 Epoch 2/2... Discriminator Loss: 0.7398... Generator Loss: 1.6593
Epoch 2/2... Discriminator Loss: 0.8773... Generator Loss: 1.2459 Epoch 2/2... Discriminator Loss: 0.7661... Generator Loss: 1.4255 Epoch 2/2... Discriminator Loss: 1.2980... Generator Loss: 0.9220 Epoch 2/2... Discriminator Loss: 0.8367... Generator Loss: 1.2397 Epoch 2/2... Discriminator Loss: 1.4113... Generator Loss: 0.6588 Epoch 2/2... Discriminator Loss: 0.9230... Generator Loss: 1.5310 Epoch 2/2... Discriminator Loss: 0.9224... Generator Loss: 1.3018 Epoch 2/2... Discriminator Loss: 0.8238... Generator Loss: 1.5865 Epoch 2/2... Discriminator Loss: 1.0635... Generator Loss: 1.1645 Epoch 2/2... Discriminator Loss: 0.9787... Generator Loss: 1.9341
Epoch 2/2... Discriminator Loss: 1.0207... Generator Loss: 0.8674 Epoch 2/2... Discriminator Loss: 1.0510... Generator Loss: 1.3066 Epoch 2/2... Discriminator Loss: 0.8723... Generator Loss: 0.8225 Epoch 2/2... Discriminator Loss: 0.9549... Generator Loss: 1.1193 Epoch 2/2... Discriminator Loss: 0.8921... Generator Loss: 1.7181 Epoch 2/2... Discriminator Loss: 0.8023... Generator Loss: 1.6899 Epoch 2/2... Discriminator Loss: 0.7689... Generator Loss: 1.7560 Epoch 2/2... Discriminator Loss: 1.0325... Generator Loss: 1.4742 Epoch 2/2... Discriminator Loss: 1.0202... Generator Loss: 1.8476 Epoch 2/2... Discriminator Loss: 0.8862... Generator Loss: 1.1547
Epoch 2/2... Discriminator Loss: 0.7701... Generator Loss: 1.5386 Epoch 2/2... Discriminator Loss: 0.8975... Generator Loss: 1.7902 Epoch 2/2... Discriminator Loss: 0.9295... Generator Loss: 1.3528 Epoch 2/2... Discriminator Loss: 1.1456... Generator Loss: 1.7081 Epoch 2/2... Discriminator Loss: 0.9896... Generator Loss: 1.8370 Epoch 2/2... Discriminator Loss: 0.8071... Generator Loss: 1.4282 Epoch 2/2... Discriminator Loss: 0.9315... Generator Loss: 0.9950 Epoch 2/2... Discriminator Loss: 0.8995... Generator Loss: 1.3702 Epoch 2/2... Discriminator Loss: 0.8055... Generator Loss: 1.6387 Epoch 2/2... Discriminator Loss: 1.0278... Generator Loss: 1.1212
Epoch 2/2... Discriminator Loss: 1.0556... Generator Loss: 1.2791 Epoch 2/2... Discriminator Loss: 0.8743... Generator Loss: 1.0387 Epoch 2/2... Discriminator Loss: 0.9497... Generator Loss: 1.4915 Epoch 2/2... Discriminator Loss: 0.9054... Generator Loss: 1.9973 Epoch 2/2... Discriminator Loss: 0.8384... Generator Loss: 1.4740 Epoch 2/2... Discriminator Loss: 0.9657... Generator Loss: 1.7836 Epoch 2/2... Discriminator Loss: 0.8985... Generator Loss: 1.5203 Epoch 2/2... Discriminator Loss: 0.8392... Generator Loss: 1.5240 Epoch 2/2... Discriminator Loss: 1.4100... Generator Loss: 0.6320 Epoch 2/2... Discriminator Loss: 0.9638... Generator Loss: 0.8951
Epoch 2/2... Discriminator Loss: 0.9145... Generator Loss: 1.0320 Epoch 2/2... Discriminator Loss: 0.8521... Generator Loss: 1.4785 Epoch 2/2... Discriminator Loss: 0.8649... Generator Loss: 1.5687 Epoch 2/2... Discriminator Loss: 0.7985... Generator Loss: 1.2498 Epoch 2/2... Discriminator Loss: 1.0981... Generator Loss: 2.2464 Epoch 2/2... Discriminator Loss: 0.7275... Generator Loss: 1.6894 Epoch 2/2... Discriminator Loss: 0.9254... Generator Loss: 1.6983 Epoch 2/2... Discriminator Loss: 0.8900... Generator Loss: 1.3982 Epoch 2/2... Discriminator Loss: 1.5803... Generator Loss: 0.7007 Epoch 2/2... Discriminator Loss: 0.8987... Generator Loss: 1.7945
Epoch 2/2... Discriminator Loss: 0.9107... Generator Loss: 1.1181 Epoch 2/2... Discriminator Loss: 0.8075... Generator Loss: 1.2665 Epoch 2/2... Discriminator Loss: 0.9712... Generator Loss: 1.7906 Epoch 2/2... Discriminator Loss: 1.0287... Generator Loss: 1.1130 Epoch 2/2... Discriminator Loss: 1.3112... Generator Loss: 0.7980 Epoch 2/2... Discriminator Loss: 1.7423... Generator Loss: 0.7537 Epoch 2/2... Discriminator Loss: 0.7382... Generator Loss: 1.9008 Epoch 2/2... Discriminator Loss: 0.9240... Generator Loss: 1.5822 Epoch 2/2... Discriminator Loss: 1.0462... Generator Loss: 1.6900 Epoch 2/2... Discriminator Loss: 1.0567... Generator Loss: 1.0212
Epoch 2/2... Discriminator Loss: 1.0964... Generator Loss: 0.9767 Epoch 2/2... Discriminator Loss: 0.9855... Generator Loss: 2.0522 Epoch 2/2... Discriminator Loss: 0.8917... Generator Loss: 1.2123 Epoch 2/2... Discriminator Loss: 0.9234... Generator Loss: 1.0879 Epoch 2/2... Discriminator Loss: 1.0099... Generator Loss: 1.0208 Epoch 2/2... Discriminator Loss: 0.8547... Generator Loss: 1.3435
When submitting this project, make sure to run all the cells before saving the notebook. Save the notebook file as "dlnd_face_generation.ipynb" and save it as a HTML file under "File" -> "Download as". Include the "helper.py" and "problem_unittests.py" files in your submission.